{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "00e19b73-0e07-4114-b7e8-d847dc427a3d",
   "metadata": {},
   "source": [
    "Chapter 19\n",
    "# 将成对亲近度矩阵转化为完全图，设定阈值\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5ef50183-894d-48e7-8f33-6f4e9043ba7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a9527b72-397e-4f37-8e94-a00138a82097",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 12个坐标点\n",
    "points = np.array([[1,6],[4,6],[1,5],[6,0],\n",
    "                   [3,8],[8,3],[4,1],[3,5],\n",
    "                   [9,2],[5,9],[4,9],[8,4]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d4ea214-fb07-4131-b0ec-aafdd0725f16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义高斯核函数\n",
    "def gaussian_kernel(distance, sigma=1.0):\n",
    "    return np.exp(- (distance ** 2) / (2 * sigma ** 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "87cde9ba-69fe-40c0-8e57-3c9403d6b361",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算成对距离矩阵\n",
    "D = np.linalg.norm(points[:, np.newaxis, :] - points, axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "24966394-56b3-482a-b40d-5b83f06ef624",
   "metadata": {},
   "outputs": [],
   "source": [
    "K = gaussian_kernel(D,3)\n",
    "# 参数sigma设为3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "143e3808-db78-4792-8825-30e41950697e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化亲近度矩阵\n",
    "plt.figure(figsize=(8,8))\n",
    "sns.heatmap(K, square = True, \n",
    "            cmap = 'viridis', vmin = 0, vmax = 1,\n",
    "            # annot=True, fmt=\".3f\",\n",
    "            xticklabels = [], yticklabels = [])\n",
    "plt.savefig('亲近度矩阵_heatmap.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a50956ea-9a8b-4822-b1c9-42ff6f2e0b1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.fill_diagonal(K, 0)\n",
    "# 将对角线元素置0，不画自环\n",
    "\n",
    "# 创建无向图\n",
    "G = nx.Graph(K, nodetype=int)\n",
    "# 用邻接矩阵创建无向图\n",
    "\n",
    "# 添加节点和边\n",
    "for i in range(12):\n",
    "    G.add_node(i, pos=(points[i, 0], points[i, 1]))  \n",
    "\n",
    "# 取出节点位置\n",
    "pos = nx.get_node_attributes(G, 'pos')\n",
    "\n",
    "# 增加节点属性\n",
    "node_labels = {i: chr(ord('a') + i) for i in range(len(G.nodes))} \n",
    "edge_weights = [G[i][j]['weight'] for i, j in G.edges]\n",
    "edge_labels = {(i, j): f'{K[i, j]:.2f}' for i, j in G.edges}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bfe217d-9b09-42e4-bd0f-32c2dc3af9c6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "469bc1f2-b742-4bb8-a682-027013d6d116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1PJf/JqXnixgxewwb3txPdKyBmMQIGhrb+M+GY5RVNrJ66QTmThth+7OUCDA4VsFlrU1UtDdzb+oEAFrq22wZYQlDZAhVhTWyzzV/9WSyDuWSYLFw9lg+Jw5fJmNWqvs3WCAQXBVEJSy47pATYE9zYAlP82DoqXy14yB75Fk+Ldska7iKGx7Nysfmo9LqqLlYTIC/jvdezOTk6SLZ9jMoF2DnKti5Fd1Q3TOrNjhUwo4LO+yJjDEwadZIAkID0VvMvP/qHmHSEgiuEYQIC64r5ARYyRxYwtM8uLKjjHeK3+Fi1HlU7WrmGhe4NFwtWDOVMbPTaKpvo7uhibz8al749UaGJ0Q4tJ9BuQCDYxUMOLSiAYeMsITzwg5n5q+ejFWlZmTqECqLavh840m375NAILg6CBEWXDfICbDSObCE3DzYarVS2dFjwjrVdJRgbTAPj3yI6KPxdOYaXT6XRqvh7meXEhIbzskDF2lqasag1pCo0zu0w70RYOcqWGpFS65owCEjLCG3sMOeyBgDE2emYlapiQjUsm2DMGkJBNcCQoQF1wVyAgx4zAM7Yz8PtjdcnWo6CsDMiPncmXAniUGJsks7nGkwddMeGYxFpyW8o4t5C9PY//k5m1HLGwGG3lWwcysacMgIS8gt7HBm/urJGI1mxk0aSntdC+veOiBMWgLBICNEWHDN40qAlc6BJaR5cGpMZK8NVzMj5gMQrr/Spna1tAMc3c9Tl41j7opJgIrcg9mMGpvAhjf3c2BXtlcC7FwFQ+9WNDhmhCVcLeywR6qGG5q6GB4XwukjeZw8mu/pbRMIBAOIEGHBNY0rAfZmDixRUFNPY1czFyz7e224shdfCVdLO5yXbzxx/2zu+/pyDLER1JY3YqxrQKVR8/JvN5GaGqNIgKF3FSzXiobeGWFwvbDDmfmrJ9Pe1kX6tBGoO7v4+O2DwqQlEAwiQoQF1yyuBNjbObDUdv73+Y3Um6tJiAh1u+FKQm5ph6vlG3HDo1l493S0gQGcyDxPaWEVwUF+WFo6USn4VyZXBcu1ouUywhKuFnbYI1XDJYV1TBifQHl+FTu2nPb8AgUCwYAgRFhwTeJKgEH5HNh5yUZTg5p5w8dxV+JdbsVXwn5ph7vlGxIL1kzFEB9OVV0rpoo6Hn1mIQWXKjyePoTeVTDIt6LlMsISrhZ2ODN/9WTaWjpJmTiMYCzs/OSUMGkJBIOEEGHBNYc7AVYyB5a7anRn3N3oO6KZmpTi1WtJHBVH3tli2d3PzuRcqqRZqyVsSDjRQ0I5vvkEi2+fzP7Pz8qePpSQq4JdtaLlMsIShsgQmmo8i7BUDWdnlTB36Vhaa5r45L0jwqQlEAwCQoQF1xTuBNjTHNjdSUFjW4DbfLArrCEBHNqXTVNTW6/lG/ZILujJM1O5/9mlqP39qSiopqm0mvHTktnw5n7b6UNn5KpguVY0yGeEJdwt7HBm/urJtDZ3ED18CNHBOs4cvSxMWgLBICBEWHDN4E6A3c2Bldzz9bQv2hmp/bzvYikBfjrumpvusvJ2jiEtumsaCamx6IICOPpZFulj44gcEsp7L2bS3upogpKrgkG+FQ3yGWEJTws77JGq4ZP7c1h2zwwsLW1s+uCoMGkJBFcZIcKCawJ3Agzyc2Al4iuhZF+0hL37+e67ZzIieQg1hdWyj5XLAWu0Gu58ejFqvQ59oD+fvrSd2x6cSWeHiY9e24PFYrF9vVwV7KoVDfIZYQlPCzuckaphP0MQwxPCKM+vZudnZxR9rUAg8A1ChAWDjicBdp4DeyO+oGxftERJWYOD+3n+zFEkjpJf2uFuEUfc8Gjm3T4Vk0VFZ4eRXWv3cfdX5pOfXW4zarmqgl21okE+IyyhZGGHPVI1fHj7OVY+Mhd9Vxd7Pj8rTFoCwVVEiLBgUPEkwPZz4DkZKV6Jr4SnfdEAFnPPHHXngYu93M9ySzuUbMJasGYqscOj0QcHknuqgOrLFSy7K8Nm1JKrgsF1KxrkM8ISShZ2OCNVw53dFiZMSqK1uolNHx0TJi2B4CohRFgwaHgSYGkO7OenYeoiA/8p+Y9X4ivhaR7c0NjGll3nAJg+cXgv97Pz0g6lqyiltnS32UpkQiTb395HSmo046cls/6NfWzJPNOrCnbXinaXEQblCzvskarhA5+dYdmj8wm2dnP+RKEwaQkEVwkhwoJBwZMAA3y2+xwFHZcJX1jGzvptXouvhLt5sLR8o7Oz51DDmLS4Xo+zX9rh7S7ouOHRzF09hcbGTgJCAvjo+S3c8sAMujRQtDefeenDHB7vrhXtLiMsoWRhhzNSNVxZ1sDsZeMxN7Wydf1JYdISCK4CQoQFVx1PAmy1WtmWfZgtjesJmlpJbFhkn8QXXM+DnZdvrF420eVzSEs7ju664JUASyxYM5UhSZFoAvypr2xk+zv7MI8MI9zfn90fnnAwarlrRbvLCEsoXdhhj1QN799ymgX3ziQqSEtlUa0waQkEVwEhwoKrijsBlgxXr+W+wfqijQwJjeDpcY/3SXwl5ObBzrufH7tnJn5+WrfPowsNZP9np70WYLjSlm5r6SQhLZ5tHx2kobSOJ7+zwsGo5a4VDe4zwhJKF3Y4I1XDuedKWXTPDNStbRzclS1MWgLBACNEWOAzrFYrXV1dtLW10dXV1cvc40qA7d3Om8o3k5/bSEzZZH4492kSAhP69Zqc58Gudj+7I/t8GRcLatFZzdxxV4ZXAiwhtaVLiupoCdRBVilpI+McjFruWtHgPiMs4c3CDnvsq+HpKyeRGBdKe30Lm9cdFyYtgWAAcf/jv0CgAKPRSEFBAdnZ2dTW1mK1WlGpVERFRZGenk5ycjKZOW/1EmCr1Upeax6H6w9T11XHsKBhaMqTqD7byJcfna/oPrAnpHmw2WJl6+5z7D2Sy5iRcdx321RFzy/NgMfPSKWos4PKgmqSx8lXqp5YsGYqnx/KpinAzIgWC+v/9hmP/OQuKorr2PDmfpqWhzB5hHwrGtxnhCXsF3YEBPt79frmr57M6cN5nDmcx8ovzefNP3xKzrlSTh7NZ+oMZZeqBAKBd4hKWNAvKioq+PDDD9mxYwdlZWWo1Wq0Wi1qtZqysjJ27NjBP1//C6UVmTYBdpXzTWufSdahesX3gT0hzYPjQoIV7X52xt6E9fg3luMXoHe4qOQtFsCSHIbBpGLUlBHkZRVyePNJbv/SHPzC/cn/OJcJQTEuv95dRljC24Ud9thXw2nTRjB6fBKWlja2fXJKmLQEggFCiLCgz1RUVLB161YaGxtRq9UcOXKE119/nX/+85+8++67lJWVYVS30N7aSPOl8UyIWOUy5xtgDPP6PrAnCmsbqG9uZ8/uHK/az9A7hqTTa0kcKb+0QykHLxTSrYa7lkwi92wpY2aNYvvb+6gvqyfhjmRUJisX1mc7GLXscZcRlvB2YYcz0mz45L5LrHpiIf5GI7UVjcKkJRAMEEKEBX3CaDSSmZlJe3s7er2e9957j6KiIiZPnszixYsJDw/nk03rOZ11iMDgMFRWf97Z8g6bSjb1ihp5ex9YCd1mCx/sOEVFRSPjhsfInh50hasYktzSDqXYb8daff8souLDqa1pIzIujA+f28y59mpmPjCJwouVsqcPPWWEJfqysMMe+2p4yNAoMhaPRdXcypF9OcKkJRAMAEKEBX2ioKCAxsZGDAYD+/fvx2q18thjjzF79mwmTZrEnCVTGTYimtMn8+lQWWnTt2FpszDTPLOX21npfWClSO7nYzklZIxK4vF7Zyl+3rKCOpcxJOelHd5gvx1LckvXVzWRNHYoFeW1XN5wjmUzxzsYtexRkhGGvi3scEaqhk/svcjSh+YQqldjau0QJi2BYAAQIizwGqvVSnZ2NgBqtZqcnBxGjBiB1Wqlvb2d4qpLNLUVEjs8kQ6jicaaRhKCEgjRhlB1ucrhg1zJfWBvkNzPja0dDEkwsCwjzavKet/Wiy5jSPZLO7xBbke05JY+fSCXkJkJGI9Xo81vZfaysbKnD5VkhCX6srDDHvtqOCAkgPl3ToeGZvJzKsUmLYHAx3jljjaZTJhMpoF6LYIvkN7ja/W97urqoqamBj8/P1sc6fTp05w+fZrO7nasViNWlRqN2g9/tT8B3QHoVXrMfmZqampoa2vDz8+PxuYOPtx0nDEjY5gxaWi/vt9us4Ud+y9y8Phl0kbEMHnKMF7be5yUKIOi5y0rqEEDDE2NZM09GVisZiwms8NjdP5aopMiKb5UxpjZo+SfSIYD5wto7+hi8aQUh9cy+9YJXMoq4OilYkZMGcbml7cTnzyEVQ9Op7aqkfdfzuTx760iIEhPfXUDap2KoPAAj99P6JBQmhtb+vV+zl41nrPHL3NszwWm3zKRk7vP0WA2sWNzFiNHxxIQ2L+OxbX+d/xGRLznVxel77PKqqC/1NzcjMFgYO3atQQGBvb7xQmub0wmE/n5+ajVarq6uli7di2pqamMHDlS9vEREREEBARgNpuxWCykpKSg07nOugoEAsH1Tnt7Ow899BBNTU2EhrruYHlVCS9atIjISNeXaAS+wWQysX37dpYtW3ZNilVXVxfvvvsuKpUKPz8/goOD6QDawsLxK2sHqwqdVkvahKEEBPnZvq6jowOr1crKlSvZdfgyR04W8OQDs0mMC+/za7l4uYqPPztlM3VJz/XijsP467Q8sSDD7ddfuljBuvcOExqhIyVVzZBhI8gYm+by8Sd2nOHzN/fw/deeQa/3/N/mwPkCNh3K5nv3LSAqNKjX728uvMgnH+5neJ6KJXdlsP3tvSx9eC4zVk2m4GIl7728k5mLx9JeVU91aR1P/OJej3/m4S0n2fvhIX7w+rP9MrnVVzfz8q82sPTuaWQsGM3bv/qY4opGVOGhfPnrS4lL6Pt/t2v97/iNiHjPry51dXWKHueVCOt0OvEf7ypyrb7fWq2W6OhoysrKCAoKIiIhgYsXL5KQnk6EIYQGOlHVmbh4qpj45HDikno2QHV1dZGQkEBReTP7jvZkdpOHym+H8kS32cLW3edll2+Yus3k1zRy+9Qxbt+/7PNlfPifw6SPTWDYuDCqi/NQqzVuv2bY6CS6O7upLqjzuLTD1G0mMyufyaOSiIsMk33M8bpyZq6eTPfaIk4fuMy0ZRPZ+c4BUscPZ9T4JJbcnsG2dccJ0lgYNmKIor8P4ZEGOluNmI0Wrxd22BOTEMn4jBEc/Ows0xaMYeVjC3nph/9BHRDE1g1ZPPXtZf12sl+rf8dvZMR7fnVQ+h4LY5bAa1QqFenp6QDkVFWRkD6WgKAgsnbs4MKl0xSVFZBfc4kjJ/byyr/+RWVpPd2mbgCShqXwwaaT/coDy+1+tnc/K7kf7BxDUmuU/VOIGRaF3l+nyJzl6l6whLQrekbcMO58ejG15Q34hQQSlRDBh89txmTsthm1zp8pQ62g8ob+Lexwxt4pnZAay+SFY7HUNVGcXy1MWgKBDxAiLOgTycnJ1Jm7aW1uJSgkiHvuv5/JEyZQWlpM9okT5OXloAtSMTZ1PGX51RQXlhMcFMLBUzX9ygMr2f3s6X6wt+cI7VGr1YqWdsg5op2x3xUtuaUPbjnNgvtm0VDdxOdv7kalUrH6kVmorBayjhfR3up5c1V/F3bYY++UNhm7WfrQHPQqK4Ea2PZpltikJRD0EyHCgj7x5317ONoBan8doSoVydHRLFu2jEe+9Bi3PPwgt65cw6I1i5mzcCY6fwvNtR2c3tdEQW51n/LAzqcH3S3fcHc/uD8CLKFkaYenKhh6ny1csGYqUfHh7P3kFMsfnc/Rz7K4dPwyna1dxEUFolKr+Oi1PS43akn0d2GHM/bVcGhkCPPWTKOjtIbOti6xSUsg6CdChAVe89ud2/n8VA6j0ofTkphETGQk7a2t1NfXA2a0gJ9eh7HeiDWwm5i4IZTtbyT3UAndBfXUFXm3eclT+9keV/eDwTcCDJ6XdiipguXOFkpLPGrLG2jvMDFqagrr/7aV0rwKdDoNdzw2x+H0oSt8sbDDHudqeM4dGRgiggmwmjl+ME9s0hII+oEQYYFXSAK8eMIIVDo96cnJPPXooyxdupSEhATUWg1qK/gH+GFqsKJN13L/4w8RMiYVdVMzHRX1rH99L1veO4K52+zxz/P29KCrebCvBBg8L+1QUgW7OlsotaX3f3qKWbdnoFar2PyvnVitVibOGulyo5Yz/V3Y4Yx9NazTa1nx6DzaSqrx12vEJi2BoB8IERYoRhLglZNHkRAZjcli4dFJk/Dz8yMtLY077riDVffdyfkwf5KSJ6AuCaC6tJEX1+9k6KxUnvzf+2gpq6G+qJKjuy7w1vPbaGvpkP2zvGk/2yM3D/alAAMEhgQQFR9BycXec2ElVTD0bkXbI7WlP197iDu+voKi86V0tHSi99O53KjlTGhUKM31vmlHQ+9qeNycNIaNToDGZkqKaoVJSyDoI0KEBYqwF+CVY8ZxuKSEB8aPJywgwPYYlUqFzk8P/jq6jVbSJqZSs8VCbmk5998+hdufXMzjP7+HuoJKmkuqqS5v4OX/+5SywlqHP8ub9rMzzvNgXwuwROKoOEpyeouwkipYrhVtj31buryojoRRcdSW1VFZUI1KpeL2L80hckgo772Y6dKoZYgMoanGdyIMjtWwSqVi1RML6ahtJjLET5i0BII+IkRY4BF7Af7GvAW8nZXFhJgYZiXJi4jOT0dTXQvho2Kpy24hNqWL5pAewVr56Hwe+/k9VOSUUZ9XRlCwP6//cQunDuYB3ref7XGeBw+UAENPS7qysAZj15XVdEqrYFetaHuktvS+T04SFBZEWHSoLbak12t54GuL6ewwuTRqhUaF0Fzf4tM2sXM1nJAay6QFY2gtqsJk7BYmLYGgDwgRFrjFXoD/35JlvH/2rK0N7Uoc9f5aqisaOVZaT3h4CMM6QzlWf4xuS09WWBLi4gslFJ3IYcyUYax/Yx+//8XH/Pv9g161n+2xnwcPpABDjznLYrZQlltp+zUlVTC4b0XbI7Wlzx/OY84d02yxJYDwqBDu+coCl0YtQ2QIxk4TnT6uTu2rYYClD83B2m0mKlAnTFoCQR8QIixwibMAZ1VUyLahndHpteTnVeHvp2XF3TPoPGmmrbuNc83nbI+RhLjgbDFH1h/GHOHPyf05hDR0cc+KSX06aSjNg1sqWgdUgKH30g6lVbCnVrQ9Gq2GO55aSEtDG00Nbax8fKEttgQwYky8S6OWLxd22ONcDUuRpersYkJDA4RJSyDwEiHCAlmcBbjVaPTYhpZo6TDSZTRxy5zRzFgxkfa6TqLLYh2qYegR4mVPL+PC8cvkbz/NN360mgCVmld+03tOrITcyloMKh3vv3NwQAUYei/tUFoFK2lF2xMcGkj4kFBysopJTIu3xZZaGtoAXBq1fLmwwxnnanjOHRkEhwXhb+qitKhOmLQEAi8QIizohbMAA4ra0AB5hTU0t3URGR6MPyqS0uKJiA2DU3raze22alhyP180mZh83yysjW1s/ftWnvj+SkLCAh3mxEowdZs5k1dG0enyARdgCWlph9HUragKBuWtaImG6iYiYw3EDI1iwyu7uP2ZZajVKtb/7TOsVqtLo5avF3bY41wNS5GlqktlJCYYhElLIPACIcICB+QEWGkbuqGpnc07zxES4k9UdAh1lU2oVComLx5H/rFiUnUjOVZ/jJqGJgf38/++8DiP/+Je8s8U8dyzr/Hw15cwYcYINry5X3GeOPPwJYqK65gyKvGqCDBcWdqx/eAFRVWwN61oicaaZlQqFfd+awW15Q2c2J3Nnd9aRV5WIYc2nQCQNWr5emGHM87V8Lg5aQxNi6etuAqL2SJMWgKBQoQIC2zICbDSNnS32cJ/1h/Fz09DfEwY4VEh1H+xUWrigjF0G82EXIqguqmBP2x8v5f7WZoR558p4v8e+ycr783g1gdncnzPRbd5YuhxQb//6VEiDIE89aWFV0WAocchbQE+O3RBURXsbSsaoLG6maDQQIaOirO5pYPDg5l121S2v72PyoJqQN6o5euFHfY4V8NSZKmhvIGk2FBh0hIIFCJEWADICzAob0Nv3X2esspG7lg2EY1GjSEq1CbCYdGhDB+XxNZ3jlFxXo1mWC1ff3x+L/ezvRD/78N/Z9LMFB773kpqK5tk88RwJYaki/Jn0bQ0tDplbV5fEBgSQFdcKPUNrR6rYPC+FQ09lXDYkJ6D4JJbev3LmSx6YLbDtSXobdTy9cIOZ5yrYSmyVJ6VT2RUsDBpCQQKECIscCnAStvQF3Ir2Hskl1sWjyMupmdTVXj0lUq4obGNImM3uaeLWBQxg7jEIPJNObLPZS/Ev3zob8QlhvP0j1fLzoklAR6VHof/kEDSEqJ98XYoxtRtpiZER1i72WMV3JdWNPTMhMOie0TYfonHoc9Oc+9/3eYQWwJHo5ZKq/X5wg57nKth6IksmYzdRAZohUlLIFCAEOGbHFcCrLQN3dDUzvufnuh1H9gQFUJTfStnzpfw/Ou70MUaGJkaS3iTmvSQ9F5OaXuchdg/QMcT31vlMCc+d6bEFkOauiSNbovF7f3ggeDghUJUgTpCKpodlnbI0ZdWNPRUwuFDrqzgtF/iYTZbesWW7I1aWSdLaKhpGtBq1LkaliJLeUdySB0VI0xaAoEHhAjfxLgSYFDWhpbmwHL3gUMjgqmubeH1t/eSnBTJd7+6jBlLx5O1+zzTwqc5OKXlcBZii9nM7Y/O5tYHZ7JrUxZ/+dFHjBgxhHsfnEV+bYPb+8EDgZQLnjFmOPpuq8PSDjn60oq2WCw01bbYKmEJ+7b0lCXjesWWJKMWKhXFZS20u5mn9xe5anjOHRkEGQIx1zViMVuFSUsgcIMQ4ZsUdwKstA0tzYGd7wObTN1sP5xDfWMbM8Yk2XY/T148jsaaZhpyWjxWw9BbiE1dJkKiQ1CF+hPgp6Umt5rK0nq394MHCikXfPeyyQ5LO+Toayu6pb4Ni9lCeIyjCNu3pfd9cpI7v7HSIbYEPUat2x6YQXtnN5+9d8T7b9ALnKthKbJUkFXImPRYYdISCNwgRPgmxJ0AK21D28+B7Q1WeYU15JfU0WmxMHJELEkRITZxlDLDWbvOMz1iusdqGByF+L9X/5G1/97DlFmp/PrlxwmNCORff9zMqexi2fvBA4X9dqwh4SEOSzvk6GsruqG6Z6ZucKqEwbEt3dzQ1iu2BDBuRgpRYX4c3nnB4+nD/iBXDUuRpbKsy0THGoRJSyBwgRDhmwx3AgzK2tByc2Bp+ca6z04RGKDniXtnkTg8ymbOAmyZ4fOHLhFgDlRUDUOPEC//ylLyThdRtv8Cd9w5lfCoEJ743iriJ8ZTWlxH2fFSRXliX+C8HUta2uFKZPrSioaeeTDQqx0tYd+WThk/tFdsKTg8mPBQPxKGRng8fdhfnKthKbJUXVzH8LhQYdISCFwgRPgmwpMAK2lDy82B7U8PLpmdRlJcGP7+OiJiwhxEGK5khs8fzFFcDWefL6OwsZPp98yko6aZX3/pHxg7jWh1GhKnJTF0aBT5hws85ol9gdyOaGlpR4PT9wp9b0XDlYyw3k8n+/v2bem9G0+w9JF5DrEljUZNaEQwY8bHezx92F/kqmEpsnR+1znGTkgUJi2BQAYhwjcJngRYaRvaeQ7sfHowY+IwoKeCjow19BLhsOhQUsYPJWvXOcL0YR6rYftrSD/+6+M89osrM2Jjp5HcqjpmTEjm8e+tcpsn9hVyO6KTRscDyM6F+9qKBseMsCvs29K15Q29YkuGqBDaGto8nj70Bc7VMPREloxdJvxNRmHSEghkECJ8E+BJgEFZG9p+DhwfG8amnWd548NDLk8PRsQaaKpv7RXfmbRoLIUXSqmraHBbDcudI7SfEf/8ob9xubKWkbFRDEuNcZkn9hWuLiUFhgQQFR9BycXec+G+tqLBMSPsDvu2dGRcmENsSVrY4en0oS+Qq4alyFJW5jmmzUgRJi2BwAkhwjc4SgRYSRvafg48dmSsw+5nyf3sTOQXizsaqh1XJ6bPHIk+QM/p3RdcVsPu7gFLQnyxsJzzxy4zPLxHqELDg3rliX05J3Z3KSlxVG9zVn9a0dA7I+wK57b0tBUTbbElvwC9bWGHu9OHvkKuGpYiS9WXShgSJ0xaAoE9QoRvYJQIsJI2tP0ceEJ6Ai/8e3ev3c9yRHwhws4tab2fjvFz0sjafR6r1dqrGnYnwBIrH53P9Cfm0VnfxqvfeAtjpxEArU5jyxMr2TutFE/3gpNGx1NZWO1Q9fenFe0qI+wK+7Z0ZVGtLbZ04XAuTXXNNtFzdfrQV8hVw1JkKefYZSaOT6C0qI7TJwp9/mcLBNcjQoRvUJQIMChrQ2/dfZ6SigbiY8J475PjLtvPzgSFBuDnr6eusrdhScoMF5wrcaiGz50t9ijAEoEjo5mVMYoCuxkx9Dhzpy8c7XHvtDd4uheclJaAxeK4tKM/rWhXGWF32Lel/YP8uPNbq6gtq6e6uI7OLwxRrk4f+hK5aliKLJ3efpoJU4eR+dlZn/+5AsH1iBDhGxClAqykDX0ht4Kd+y+iAi7mVbptPzujUqmIiAntVQmDY2YYYHrEdMpyWnj1jc8VCbCp20xBdT23rMxwWOghCTHgszmxpyoYIGZYlMPSjv62ot1lhF3h3JYeOTmZjGUTqC2rJy/rSvtZ7vShL5GrhqXIUlVRLUNC9Fgsoh0tEIAQ4RsOpQKspA3d0NTOv9bup66hjdAQf4/tZznkYkrgmBnu6jBSkdtG1VY96qFt3Hn/NI/nCAtrGzCZzYyMjey1WcteiH0xJ/ZUBQOo1WqHpR39aUWD54ywK+zb0hWFNax8YiE6fx0b/v65TRBB/vShL5GrhqXI0qGNx5k1r+e9rChr8PmfLRBcTwgRvoFQKsDguQ3daezmVy9soaisnrnTR/CdJ5d4bD/LIRdTkpAyw5+9e5D33j7A9EnpJK2A7PYLHp83t7LOYV+0OyHuz5xYSRUsYb+0oz+taPCcEXaHfVs6JDKE+JQY6qsaHa4twcAateSqYbgSWWqv6JlHf77xlDBpCW5qhAjfIHgjwJ7a0A2Nbfzodxu4XFjDI3dO56kH5ypqP8vhKqYEPVVeaGw4G1/fTfrYBL70yCLGho1RtEVLbl+0OyHu65xYSRUsIS3tyM4v6VcrGpRlhF1h35Y+sOkUUfHhpM8Y6XBtSWIgjVpy1bAUWTqxoycvXFZSLzZpCW5qhAjfAHgjwJ7a0BdyK/jlC1soLK3jsXtncteqyf06jOAqpgQ9LuiSxk40RiNLFqWj0aoVbdGS5sFy+6LdCTF4Nyf2pgqGK0s7dh09269WNCjPCLvCvi2t9dMRGRvW69oSDKxRy1U1LEWWAMZPHio2aQluaoQIX+d4I8Dgug0t7X7+19r91De0sWrhWO5cOanfr89VTEmKIU1bMo5hI2I4uy8bQNEWLft5sByehFhuTmzp7m1O8qYKhitLO06fzutXKxqUZ4TdIbWli/Nraaprlr22BANr1JKrhnV6LUvunwVAanKk2KQluKkRInwd460Au2pDS7uf9x/Nw99PR3pqLA/fOd0npwHlYkr2OeAHvjSXCfNG2zLDgMdq2HkeLIcnIXaeE+/+0NGc5G0VLBEyPJzayzX9akV7mxF2hdSWNnZ1c+lUCUGGQNlrSzBwRi1X1XD6zJEAHNhwlEUrxopNWoKbFiHC1yneCrCrNrT97ucxI+MAePjO6X2eATvjHFOSW8RhnxkGz9Ww0vvBnoTYfk7cWtfToq2v6Hmd3lbBEi3RWqxVHYwMCvfq6xyeow8ZYVfEDY9m/OyRlBZUU15Yw8jJyb2uLUkMlFFLrhqW/ttVl9Sh6TSKTVqCmxYhwtch3gow9G5DS+1naffzigVjOJdT3us+sC+QYkquNmE5Z4bBdTXsbh4shychhp458bIvzQAg8z8nOLYvp09VMECpwUSozo+qyzVefZ09fckIu2PWiglotRo++vs2zN3mXteW7BkIo5arahhgwpzR7P7gEMtWTRDnDgU3JUKErzP6IsDObWj704Orl07g9mUT2LjtjMN9YF8SGWsg/1KFy01YzplhcF0Ne5oHy6FEiANC/QAYOjaWV9/ZTV5uJUsnpXr1fZa1NlEXaiE6NET2opJS+poRdkX4EAMxcaFUFtWyd+MJdHptr2tLEgNl1JKrhgEW3jsTY5eJgpP5TMwYLkxagpsOIcLXEX0RYOc2tPPpwVlTU1i74ZjDfWBf09ppIvd8GaPSYl1uwrK/MywhVw0rmQfLoUSIAaYsS0OTHIa2rost/z7g1d7pY9WlBOj0jB47vNcxB2/oT0ZYDkN0CH7+OsZNT7Et8RiSFOlwbcmegTBquaqGQyKCmbdmGoe3nCJjerIwaQluOoQIXyf0RYDhShv6wQkT2Zx5rtfpQef7wL4m+3wZBw7kEhziz+JFY1xuwrK/M2z7NZlqWOk8WA4lQnyxtB6/UD+++8wKr/dOSws6ho9OsC3t6Av9yQjLERwejEqlImVsgm2Jh7nb7HBtyT62BANj1HJVDUuRpQPrj7J45Xhh0hLcVAgRvg7oqwBLbejbkkfy3odHe50etL8P7Os5MFwxYY2bMpy4hHAaa3tnhe2xvzMsYV8NezsPlsOTEGflV5KRlsTkScO92jttvytaWtrR4GJTmCf6mxF2RqNRExIeRFtju8NuaZVK5TK2BL43armqhqUrSxeP5hEd5idMWoKbCiHC1zh9FWCpDR2rC2L/1ku9Tg/a3wceiDnw5dwq2wz4oSfm4x8gf03JHvs7wxL21fDl6lqv58FyuBPiTlO3zRHtzd5p+13R0tKOvs6FfZERdsYQFUJTTXOv3dLuYkvge6OWVA1nHcx1+PVxc9JIGhXH52/t5ZY7pwiTluCmQYjwNcxf9uzqkwADvHv6DEUV9bScbiQlKcrh9KD9feCBmAO3tnSyaf0JmwlLq9O4vKZkj/OdYQmpGt5VkNWnebAczkLc2d4jxKlxEQ6OaKV7p+13RUtLO0ouej8X9lVG2JnQqFCa61sAx93S5m6z29iSr41aUjV8eJvjKUOVSsUtX15EVVEttfnVwqQluGkQInwNs/NMXp8EeF9OPu8fziK0Rs3dSyf3Oj04kHPgy7lVlJXWkzrK0YTl6pqSM86ZYbhSDR8tziVlSLjPfmiwF+LX/rQFgCkjYns9ztPeabmzhYmj4vpkzvJlRtgeQ2QITTU9Iux88hBwG1vytVFr/urJtLZ09vp16cpS5nsHWbBkjDBpCW4KhAhfg/xlzy4Alk5I9VqAj2cX88tNOwm3+PHzh5f3Oj04kHPg7PNlbFp/gpAQf1bdNtnBhOXumpI9cplhgMmhU6lpMKE3tPr0Na98dD4P//Quys09whOgdb1q0tXeabmzhUmj46ksrJY9XOEOX2eEJUKjQmiub7F1GJzb0u5iS+Bbo1ZkjIHx01IAegm+dGXpxLbTwqQluCkQInyN8dud29l5pufD/bsLFin+Omn5xq8/2UlAgJ6/fukOhiU6zk4Hcg4smbBSR8USlxCOWutYrbq7pmSPXGYYoLHZSqA6mAZ9vscLS94SMjmJiBHRAHz4840u40sgPyc+VlHca1d0UloCFouVstxKr16LrzPCEobIEIydJjrt2rvObWl3sSXwrVFr9soJAL1mw9KVpcNbTpE6IlqYtAQ3PEKEryEkE9bSCd4tiZCWb3xy/DzqIXr+55aFxIU7fogP5BzYfhPWqtvkry65u6bkjFxmOLeyjrigaLSBHW4vLHmLtCN66qThAFTlVbnNEYPjnHhf5jly3rvI+EDHi0kxw6LQ++u8Nmf5OiMsERoZAkCTnUNdri3tLrYEvjNqRXwRwTq87WyvaliKLG1fu59b78oQJi3BDY0Q4WsEexe0NxWwtHyjrrUNdWoAi0anMGvo0F6PG6g5sPMqSucKWMLVNSU55DLDuZW1jImPY0yosnvDSpF2REuz4EVPzvO40AOuzIlHPTgamrrZ9+IRhzmxWq0mcaT3c2FfZ4QlDNE9Itxc2+Lw685taU+xJV8btVpbOnvlhu0jS5b2TmHSEtzQCBG+BuhLDMl59/OQjCj0/tpeJwph4ObArnZByyF3Tckd9plh+3ywknvDSrG/lBQa1LO2ctKq8Yo2a0lcDmhl4bMzMYQH9coTJ6XFe720w9cZYQlpYUdTXUuv33NuS3uKLfnSqDV+WorsTmkpsvTZG7tZeusEYdIS3LAIER5k+iLAzrufJ84ZxsnKil4nCmHg5sDeCDD0vqbkCfvMsP2+aCX3hpXi6lKS0hWXkit6bmqqbJ64L0s7BiIjDFcWdjTX9Ta2ybWl3cWWwHdGrdkrJ8hu0bKPLOUcvSxMWoIbFiHCg0hfBNh59/PkSUN55/TpXicKYeDmwN4KsITSmBI4ZoZzK2od8sG+qIY93QtWIsT2rmi5PHHEF10HpXPhgcoIS0gLO+RwbkuD+9gS+MaoFTEk1OWFJfvI0oTJQ4VJS3BDIkR4kPBWgJ3bz9LyDecThfYMxBy4rwIMymNKElJm+NjZfId90b6ohpXcC/YkxPYLOqB3nvjtv24nICxY8dKOgcoIS9gv7JDDuS3tKbYEvjFqudopDVciS/s3HBMmLcENiRDhQcBbAXZuP0vLN5xPFNozEHPg/ggwKI8pSSSlxWOINXD+clmvfdH9qYY9VcH2uBJiuQUdEvZ54uKKVk4eyOn1GDkGKiMsYb+wQw65trSn2JIvjFru7g3bR5ZCAvXCpCW44RAifJXxVoCd28/S8g3nE4X2DMQcuL8CDN7FlKDnAz5+5gga61sZFuYoTP2phpVUwfbICbHcgg57pDzxmCnDyD5fwafvHHS5d1pioDLCttfktLBDDrm2tKfYki+MWu6qYSmy9Pnbe1m+epIwaQluKIQIX0W8FeCtey70aj9LuGpDD8Qc2BcCDN7FlCR0w8NRd1tpzO699KIv1bA3VbA9zkJ8tLSw14IOZ7Q6Dfc8tZCoMH/2bz3jcu+0xEBlhCXkFnbI4dyW9hRbgv4btdxVw/aRpZqiGmHSEtxQCBG+SngjwI3NPR/UR04WOLSfJdy1oX09B/aVAIP3MSWAsvZ2hkcYOL37fK/f60s17G0VbI8kxHlZBZz/6W4mhvbeM+1M7PBohkQHMWN2isf7xAOVEZaQW9ghh1xb2lNsCfpv1HJXDdtHljJmjxAmLcENgxDhq4A3Anwht4J/vrUHgCcfmN1r97O7NrSv58C+FGDwPqYk5YOnTRjR686whDfVcF+rYHtWPjqfSd+Ygym/ifXf/MBjjlha2tHR2OrxPvFAZYQlXC3skEOuLe0ptgT9M2q5q4btI0tZuy4Ik5bghkGI8ACjVIDt3c/DEnsENDEuvNfjXLWhfT0H9rUAS3gTU5LywYvmj+t1Z1jCm2q4P1WwPW2zI5j8jTkUnC1WtNBDWtoREhbo9j7xQGWEJdwt7JDDuS0NnmNL/TVquauG7SNLsbEGYdIS3BAIER5AlApwQ1O7g/v5oTumyT7OVRva13PggRJg8C6mlFtZR6BeT3JspOydYQkl1bAvqmC44oq+78nlijdr2S/tcHWfeKAzwuB+YYfs42Xa0kpiS/0xarmrhuFKZGnPuiPCpCW4IRAiPEAoFeALuRU8/1pmL/ezM+7a0L6cAw+kAIN3MaXcylpbPljuzrCEkmrYV1WwvSta6WatpNHxwJWlHXL3iXNOFw9oRljC3cIOOeTa0p5iS9A/o5a7atg+smRs6xImLcF1jxDhAUCJALtavuEKV21oX86BB1qAQXlMyX5fNLi+Myzhrhr2VRUMvRd0KBHiwJAAouIjei3tsM8Tv/HHLTQ1tA1YRljC08IOOeTa0p5iS9B3o5anatg+sjR97khh0hJc1wgR9jFKBNi5/ezsfnbGVRval3PgqyHAoDymZL8vGlzfGZZwVw37qgp2taBDiRAnjpK/qCTliYcmR1FZUs/hXZc85on7g6eFHXLItaWVxJag70Ytd9WwfWSp6EKpMGkJrmuECPsQJQKstP0s4aoN7cs58NUSYFAeU5LmwdK+aJC/M2yPXDXsyyrY3YIOT0KcNDqeysJq2Ta8VqchfWISQ0fGknUw12OeuD8oWdghh1xbWklsqa9GLU/VsH1kaWhylDBpCa5bhAj7CE8C7G37WcJVG9pXc+CrKcCgPKZkPw+WkLszbI9cNeyrKhh6t6KdcSfESWkJWCxWynJ7Lx0BaKptIXV8ksOc2FWeuD8oXdghh1xbWklsqa9GLXfVsH1k6cSOc8KkJbhuESLsAzwJsLftZ4mzVVWybWhfzYGvtgBLeIopOc+D7bG/MyyHfTXsyyrY3a5oe1wJccywKPT+OpcXlaSMsP2c2FWeuD8oXdghh1xbGjzHlqBvRi1P1bB9ZEmnUQuTluC6RIhwP/EkwN62n+1578yZXm1oX82BB0uAwXNMyXkebI/9nWE57Kvh/efyfVYFe9oVbY+cEEtLO+TmwuCYEZbmxK7yxP3Bm4Udcsi1pZXElsDRqJV9qkjRn+euGgbHyJIwaQmuR4QI9wN3AtzX9rM9zm1oX82BB1OAwXNMSW4eLGF/Z9jVB+30iOm0GNtYd/S4T6pg8NyKdkZOiKWlHc6vWy4j7CpP3F+8Xdghh1xbWklsCa4YtTatPaToz/JUDdtHlhqrm4VJS3DdIUS4j7gT4L62nyXOVlUBcPfYsQ5taF/MgQdbgMFzTEluHmyPu8ww9FTD6qokyptrWDKl/9vDlLainXEW4pjhQ2xLO+xxdUdYLk/c3zmxtws7ZJ/DRVtaSWxJMmpFfPEDR0eb+21j4Lkato8sDR8xRJi0BNcVQoT7gDsB7k/7GXrc0O+d6TGXTE9IcHje/s6BrwUBBvcxJXfzYAlPmWFTt5nKyzqiEy1Uqrw/JOCMN61oZ+yFeO0fPsVitvSaC3u6I+zrObG3CzvkkGtLK40t6fVa7n5yPgAb3trv0ajlqRq2jyzlny0WJi3BdYUQYS9xJcC+aD/DFTc0YBNvX8yBrxUBBvcxJXfzYAlPmeGDFwrp6rSybOrIPt0bdsbbVrQzkhAXXiihKKeSgjPFDr+v5I6wL+fEfVnYIYdcW1pJbAkgLLJnRFCYU6HIqOWpGraPLAUF+wmTluC6QYiwF7gS4P62nyWkpRx3jx1r+zVfzIGvJQEG9zEld/Nge1xlhu0d0UuHzfH63rAzfW1FOyMJcVtTO+te3O4QX1J6R9hXc+K+LOyQw1VbWklsSWLR6imKNmp5qoadI0vCpCW4XhAirBBXAtzf9rOE/VIO+zZ0f+fA15oAS7iKKXmaB0u4ygzb54L7cm/Ymf60op1Z+eh8ln9pPg2VjfzigRdsQuzNHWFfzIn7urBDDrm2NCiLLQHMWDRa8UYtT9WwfWTJ1GkSJi3BdcG18Yl8jSMnwL5qP0vILeW4eLmqX3Pga1WAQT6mpGQebI9zZlguF+zNvWE5+tuKdmbN15aTkBpL3qlCm2u6L3eE+zMn7s/CDjnk2tJKY0vebNTyVA2DY2RJmLQE1wPXzqfyNYqcAPuq/Szhajf0x5+d6vMc+FoWYJCPKSmZB9vjnBmW247Vn2rYV61oe2KGRZGYEs3cNdNsrun6ysY+3RHu65y4Pws75HDVllYaW/Jmo5anatg+slRX0ShMWoJrnmvrk/kaQ06AfdV+lpDbDd1t7vkQ6usc+FoXYJCPKSmdB0vYZ4aNpm6X27H6Wg37shUtIS3tiIwJ5bGf38Pl04Uc/fw0wWEBnr9Yhr7Mifu7sEMOV21pJbElUL5RS0k1PPv2qbbIUkhogDBpCa5prr1P52sEZwH2dftZQq4NvWN/z0/599021esK+3oQYJCPKSmdB9sjZYY3fHbc5XasvlbDvm5FS0hLO1Y8Mo/7v7+atqZ2Pnj+M5f3iD3h7ZzYFws75JBrSyuNLYHy04eeqmG9n84hsiRMWoJrmWvzE3qQcRZgX7efJeTa0BdyKzj4ResuMS7cq+e7XgQYeseUvJ0HSySlxWOIMbD5wHm327G8rYYHohUtkZSWYFvaMXnBGBJHxVGeX+XyDKJSlM6JfbGwQ/Z5XbSllcaWQNnpQyXVsH1kSaVCmLQE1yzX7qf0IOEswL5uP0vItaGlPHDaiBivn+96EmDoHVPydh5s/zz+ExKoqW1m4dhkl4/zthoeiFa0RNLoeABKLpXRWNPMkMRIvvTTu93eI1aK0jmxLxZ2yOGqLa00tqTUqOWpGnaOLAmTluBa5dr+pL7K2Avw9xcuGZD2s4RzG9o+D3zXyklePdf1JsAS9jElb+fBEqZuMyUqM5FdFqrOy18okvCmGh6oVjRAYEgAUfERlFwst2WEb/vyIrf3iL1ByZzYVws75JBrS4Py2JISo5aSatg+stTZ1iVMWoJrkuvj0/oqYC/AT2fMGZD2s4RcG9o+Dxzgr/zPul4FGBxjSn2ZB8MX27EsFmYlJ7i8MyyhtBoeyFa0ROKonotK9hlhd/eIvcXTnNhXCzvkcNWWto8t7Xx3v9vnUGLU8lQNg2NkSZi0BNci188n9gBiL8C3Dx03IO1nCbk2dF/3Ql/PAgxXYkptbZ19mgfb54LnLJ3g9s6whJJqeCBb0RJJo+OpLKymtrzeISPsSyEG13NiXy7skMNVW1qKLZ3Yftbjc3gyaimphp0jS8KkJbjWuL4+tQcASYBXTBzJOGIHrP0s4dyG7ute6OtdgOFKTOlsbmmf5sH2uWBPd4YllFTDA9mKlkhKS8BisVKeX90rI+xrIZabEweHBfl0YYccrtrS01ZMJHXScABaG9vdPocno5aSatg+sqTRqIVJS3BNcf19cvsQSYAXjU4hpEw/YO1nCec2dF/3Qt8IAgxXYkrn8su9ngc7b8dScmdYQqqG//jaH1m9ejXNzVcMSvXtHQPeioaepR06Py01JXWy27J8LcTOc+LdW8/Rbbb4bGGHHK7a0iqVitVfXQrApy9vd/vfy5NRS0k17BxZEiYtwbXE9fnprQCr1UpXVxdtbW10dXX1+ocuCfD0xEQsOeYBaz9LyLWh+7IX+kYRYLgSU7pYVuP1PFhuO5anO8MSUjV8ue0yVqsVq9VKt8mEyWTiUn0F/mrtgLaioWdpx5CkKNqb23vdEZbwtRDbz4lbW7soqWwn72xpv57TE67a0oGhPV6I/LPFHmNLnoxaSqph+8iSxWIRJi3BNcP1+wnuAqPRyKVLl9i4cSNvv/02a9eu5e2332bjxo1cunQJo9HYI8AnLzE6OAryzQPafpZwbkP3ZQ58Iwkw9IiCYUgIJQ1NXs2D5XZEg+c7w/ZMj5hOl6mLmuYaNm/ezLEDe8jPz6f27FmGFdaRn5uH0dg/0fNE2BADHa1dGKJCXD7G10IMPXPiZ3++Bq1WzcdvHuj3fWJPuGpLA0xfOUnRtSV3Ri0l1bBzZEmYtATXCtf3p7gTFRUVfPjhh+zYsYOysjLUajVarRa1Wk1ZWRk7duzgdy+9yP6j50kwhxLe6Deg7WcJ5zZ0X+bAN5oAS1gjAujoNHk1D5argsHznWF7Ouo6UOWqaKprory8HJVKhVqtxmSxomluY8eOHXz44YdUVFT06ftSQlBYEOZuM1aL+/b5QAhxeFQI6WnRxMUb+n2f2BOu2tIAC++bpSi2BO6NWkqqYefIkjBpCa4FboxPcnoEeOvWrZSUlHDs2DHWr1/PSy+9xKuvvsr27dvRaDTUmky0NDQzprODMQFBA9p+lnBuQ/dlDnyjCjBAR5AGa1e34nmwqypYwtWdYXukvysYAQ2YtCZ27crknXfe4dMP3ufCmbMEBQXR2NjI1q1bB0yI9QF6NFo1lYXuq0AYICEeEkpKSmS/7xMrwVVbWum1JQlXRi0l1TA4RpaESUtwLXBDfJobjUYyMzNpb2+no6ODyspK0tLSWLx4MRMnTqSoqIhX3niDitpmzGYtYf46ksLbiY2WX3HoS5zb0N7OgW9kAQZoUJsJaDd7rIIkXFXBEq7uDEvY/10JCQpBq9by6Sef0t3dzbRp00gaNoxTJ0+yY8cOwsPDaW9vJzMzc0Ba0x0tnYRGBFNysVzR433umo4KpaWhtd/3iZXiqi2t9NoSuDdqKamGnSNLwqQlGGxuiE/0goICGhsbMRgMpKam8thjjzF37lwmTpzIvHnzmLJwIfX1jdQVl5ASG83QxBhaWpopKHC9JN4XOLehvZ0DX7pYcUMLsKnbTG13FwaTyuGakrvHu6uCJZzvDNtj/3dFpVKhU+sIDA1k7rJFjBkzhmVLlzNp0iQuXLhAbW0tBoOBxsbGAfm70lDdRHRSJCWXlIkw+FaI7Rd29Oc+sVLs29IHt2Q5/J7Sa0vg2qiltBq2jywBwqQlGFSu+091q9VKdnY2ABqNBq1Wa/s9s9nMqcuFdHZr8Nf7EaQ2ExkeZHtMdnb2gM2CnNvQfZkDr3vv8A0rwNCzL1qlVRParXa4puQKT1WwhKvMsPPfFQAVKqZMmkKjseeDP0CrY8qUKQDk5+fbHjcQf1caa5pJSI2lsrDaKzH1lRA7L+zo631ib5Da0ge3nHb4dW+uLYFro5aSatg5siRMWoLBROv5IVcwfRHjuJbo6uqipqYGPz8/LBYL3d3dHDlyhHPnztHU0kJzUxsqVAQE6uk0dtJm+qLlpNNQVlVJTk0ZOr3vTVnrz2XT1tXB/OTx5NVXsW79KSwaM9PmDqWgqcbt1xZcrAQgNjWMqbeMoKh1YNqDA0FFWzMmk5HSpnrM3e5bzIfyi9D7qQnUqbhYWIpfquvq1tRtZtPRc6QOC6fF2k6LhyUPCdOSOLj7FMNWXpn5G7uMlFVVgk5Dm6mLLrMJk8WMNiikp93sH4Sp20xEaE9kqLGxEYvFgp+fHzU1NbS1teHn5+flOyKPxWKhpbGV0dNHUFFQSXFOOcPSExR//ZIHZmHFytrfbeBXj/2d//fa0+j9vPt7HBIeSLfZTGtTG/5BV76vVQ9MIyYpjB3rjlNVXsddT8wjMNjfq+d2x+xbJ5Bzpqez0NV5pQWsD9Rx+zeW894fPuHAp8eYsWqy2+cZOjKaJXdOIfOTk8QkGkifPIzQiEAmzhrBwc9PM2HWCHR6+Y+4tOkpDE2PY+vbu3nyV/czecZwTh3PY8vHx3jsa4sG1CcyWEif3dfaZ/iNitL3WWVV8ON9c3MzBoOBtWvXEhgY2O8X50tMJhP5+fmo1Wo0Gg179+4lNzeXsWPHEhMTg/4Lgc3MzGTo0KEsWLAA6KmSLRYLKSkp6HS6wfwWBFcJ578rJ06c4NSpU9x///2EhFyJCVksFv7973+TlpbG3Llzxd8VgUDgNe3t7Tz00EM0NTURGiq/CwC8rIQXLVpEZKR3qwUHmq6uLt59911UKhUBAQFUVlYyefJkVq5cidXaQVF+AbU10NzUSmNNC6U5NajVGvwCdej9dXQ0BDBkfBJxI6LR6Pq/prDdaOKlw8eJCw3mgYnjKCisZdPmc8ybm8rkSe63MBXmVLNt3WmSR0cTG9HBmDnT0Gi9+k806FS0NfNqziG+MmoWcUGu/+KZzGZe+OQg88cl07KvmI7WTm771mL5x3abeXXDUYbHhbNqzmhFr8NqtfL+j9YRkzqERU/Op7q9jbOVpbSUFGCymEGjokuvRqU10W4uxs84Gr1eQ1lJK/WdLXSaLAQaIgiLiMRsMmK1Wlm5cqXPKuHii+W8/ZuP+ervHuLz13ehD9Bz3/dW9+m5drx3kLW/28DwcUleVcTNdS389Zuv88APbid1svwZyJbGdj7+916qShtYed8MJsxI6dNrdMZkMrF9+3bOb6niS/+9mpihV3LiJmM3b/z8AyxmC1/+9QMuq1kJo7Gbt5/fhrHTxOPfW0VAkJ5Nb+2n4GI5z/ziLrdf/+nLO7h8ppiv/fER/AL1fPLBUfIuVfK1760kIHDgYouDgfSeL1u2TPwweRWoq6tT9DivPuF1Ot019x9Pq9USHR1NWVkZQUFBqNVqW+bTYlERm2ji1MkysKgwRITgF6qls6WLbqsVY52J8+cvkZtZgF+AnuSxCaROGMqoScNkVwkq4dXjx1FrtHx9xmysXRbe2nWMSWlDuWvBFLctruzzZez5+AKTxg1nzT0ZfL5tK8MN0dfc++0JjVaLTqcn0RDBsGDX5rPcylpUaJiTkkJOoYnT+y+REia/pWrPmct0G+G+uVPcGrKcSZ8zmm0f7OdyRgBV5nb81VqGhYejaW4jJjKcWn07ahXkXahj0YIQjKZ2IsODObf3OBaTGf+gSPLK6gjSWkgZPpSgoCCftSlb6tuwmKxExUaQNDKe49vOoNVq+/T8qx5dgAoVb/7yI37zpZf4+dpvoldwiSssOgxrt5XWhnaXf88iog08/t1b2PzuYT55+xBVpY2suCcDjdY3e7XDow188upenv7VPbbn1Ol03PPt23jpB2+TufYAtz211O1z6HQ67n96Ma/8ZhMb3jzAI99cyvzbpnD60GXOHLrMzKXjXH7t0gfncv7QGxzYeIIVX5rP8tVTuHhuM3u2X2D1PdN88j1ea1yLn+M3Ikrf4+ve7aNSqUhPTwd6WswpKSlcuHCBzMxMTp8+x44dxymrvIzez5/OVhOpqcmMGDcMvb+WmvIGLjdnU9ddSUhEIE21rXz21j6e+87b/O0Ha9n69n4uny2h26TMnJJVUcGR0lIeGD+eYL0f/9lwTFEe+EaPIclhfz9YuqZk7Oo9Q1HqiJYoa21iQ/55fnL4czYGlVPZ3ExQfgffmjCX5+ffzh2z5uGnUdPWVYDVakajDqSluZ2tW7dw4cIF9uzNpLq2hJGpozCoguhu66LL2M2Jsg7WZp6ipqnVJ9+/dEdY76cjKS2BtuZ2GhSY01zRF7OWRqMmJDyI5jr335OS+8R9ZfUT82WXeHgTW4LeRi2lTmnnyJIwaQmuNjfEp31ycjJhYWE0NTWxaFFP1OTChQvs2bOP9vZOHnr4HgKDAjADpZcrMXebSUsfydM/eYxh6fFUV1Zy4MxezhedZdjoWOatnkLSyBjOHc7jrd99wu+ffo21f97M0e1naayRj9I4u6GV5oFvRgEGx/vB0jUluZiSEke0vfD+7Og2tpfkMjw0nO/OW8LqBdOIu9zNxKg4dGoNScOGoA9qoK3FjF4TjQo1q1evRqPRcOzYMUpKi5k4cSIPP3Iv8UkRaLqNdDaZGT0shUsl1fzmPzv5z86T/RZj+zvCSaPjASi5VNav5+yLEBuiQmhy8XfaHk/3iftKzNAo2SUe4F1sCXpv1FLilIbekSWxSUtwNbm+Bo4u0Ov1LF68mK1bt9Le3s7y5cvRaDRYLO0Yuy+h14bz7Ne/RtHlKsxWIy017ay5Yw1DhyUxM2Max7NO8eEbn1B4qoxtDduIOBfFqPg0FqyZSuzwaAqzy8g7Xcxnb+1j8xt7iYoPZ+SEoYycNIxho+PR6jS8d+aMbSnHhdxK9h7JZfXSCW7zwDerAJu6zRRU13P71DHAlWtK9VVNxCRFOjzOVRVc1trEsepSjleXUtHejL9Gx+ToeO5NncCYiCFXzhAuHs+6F7ZQV9GAIUZPcds/GT2tndwjyYwbG8Oc2fPRaDSsWL6KTmMr9RWdxCVFolar8QuEhMQhXDjSwc7XDrPq0VkkTkplV1Yexy+VkJGWxPKMUV61yCUaqptsI4/AkACi4iMouVjOxAVj+/KW2lj56HwA3vzlR/zyob95bE2HRoXSXN+i+PmlPPH7L+/i9T9u4baHZzN5dmq/XvOCNVO5eKKA9S9nOrSlpdjSP77zBuv/9hmP/vRuj+362cvGUlFcx4Y39/PUD2+1VcNT5492ORuWIksfPr+F/LPFpIwfyq13ZfD633dy8mg+U2coPzEqEHjLDSHCAHFxcaxcuZLMzEwaGxsB8PNTYbaoMZu66OrqJDBYTXurH8YyLQc+yCLp+4moVCoyJk0m4/nJHM86xUdvfUrRqTKOtTWQU3GJOL8EMpaM585nluAf6Ef++VJys4o4dziPQ1tPo/fToR0bwfHQdp6aMR1rl4UPNnnOA9+sAgw9+WD7+8HSNaW6Ssd2rHMVrFh47UifORL9K3pO7jpF0opDmMxNTBv1bUZGqB3+rnSbrJjNZvQBahoaGrCqTYSFhbF48WIefCCIv/xiPZtf38/Y+SP5xteWkV1Wzc6TuX0W48aaZhJGxNr+d+KoOK+WdrjDGyE2RIZQVeg+MueMlCfe/O5hNry5n4riun7NiaUlHv/6+Tr2bjzBorun234vyBDInd9axdu/WsehTSeYvTrD7XNJG7Vqft/Iey9mcvdX5nP6cB4n9l50OxseNyeNw1tO8dkbu/naHx9x2KSVPi6RwCDfGPIEAmduGBGGHiG+9957KSgoIDs7m5qaMsxmFWqVlYSEBFLmpbLpg2wi0gK4ePwyO987xNIHZ9u+PmPSZDImXRHj4tPltBmaqd1exf5NJ0jPGMHMlRO5/alFAFSX1HH65GX+eek06pxO9u7azvt+WvzDArl3/hjM3Ra0Mo7rm1mAwXEeDD0fnBExoQ4LO6QqeOTwaA7UFXE8W7nw2qP30zFmdjL7tq3jniWBjIz4DgG6BALicPi7UlRYisVi6XHMN1qYfes8xo4fbYu4/ey5h3nzb9vZ/flZflnSwLP/tYqfPrKMgxcKvRZji8VCU22Lg/kvaXQ8Z/ZewNhpVGSq8oRSIbZf2OGNKUyaE8cNjWTr+0eoKq3nvqcXEhQS0KfXa79bevTUZOKGR9t+b+TkZGbdNpXtb+8jZdxQYpPdn5mUNmq98ptNZH6SxYQZIzxWw9KVpZf/31pO7DjHtOUTWL56EhfPlbHzszM3rElLMPjcUCIMPa3ptLQ0Ro0aRVt7HjV1vyE68ssEBfYsbTC1B7Dx/aNMWjaBfeuPEp0QzsT56Q7P4SzGJWcqaIlooju/nexf5RGTFM3MlROZMDeN4kQNQ3UJ/GjmXD75+DilJ/KJajfx4XOfoffT9XJc3+wCDI7zYImImDCbCJe1NvHOwZMcLSthSHQIISX+XgmvPd2WNiKmHqN5Sye68icIiLmyEMP+78rR/ecpqbpITHgKmR+fpatJaxPgnsdq+cp/rSQ1LY53XtnFH37yEXc8PpfbV05i9pjhXolxS30bFrPF4Y5wUloCFouVsrwqkse5j7IpRYkQGyJDMHaa6GzrIsDLhRzSnDgmMZwPXtrFy//3Kfc/s5iE4crPUtrjqi0NsPSReeSfLebD5zbzzJ8e9Rhbkoxab/91GxNnjrDNht1Vw/ZXlsbPSbOZtLZuPMmUGSNISBq4U6eCm5cbVgFUKhV+fjoCAs34+elsH/hTZqSQMDSCivoOJsxLZ+PLOyjJlb+SkzFpMr/7y8/47p++SlRiOCW5JVRrSmjQ1rDx1Z388Hv/4tPDZ7gtaQR1de3k1TTx5JcX8YuXnuTZ397P/DVT6Wo32hzX//vM67zwm08YEhnMnfdMvykFWJoHO98PVofpOJVXxE8Of85PDn1O5sk8Rg6P5nszFvD8vNV8Zcx0m7lKKd2WNvIaniciuYPEpAlk75Nvu6pUKrTanthGYGAQqekJnD9RJPu4RbdN4n9+dx9Rgf6se3EXz/19K61tXSyYMIKfPrKMNXPHeTRwNVT3/LBhsKuEY4ZFoffX9duc5Ywns1ZoZM+SkqZaz+YsV/hq77S7k4feXluCK0atrEOXiUmM8OiUBscrSyBMWoKB56ZTAZVKxW13Z1Bd2UTsuCTiU2J49w+f0ujmQ0gS4+/88SnCYw1cOpFDVUA5l4Z3oytpJfM3n/PHP31CXGggczJSUKlUxAyNYt7tU3nip3fyw5eeZMaaDEobO1F3mag6lc+fvv5vj47rGxH7ebC9q3lDQw6llbUk+YeyMCCF0aHR/Oy2pV4Lr4QkwCZzEyMjvsO0pTMU3RkGGDt1OMWXq2h24chNHZPAT/78IBPHJnF66wV+/X/ryc6tQKfVKBJj6b+3fTtarVaTONJ3c2F73AmxIbpHhJtrlZuz5PDV3mlXJw/B+9gSXDl9WFHWSF11s0entHNkSZw7FAw0N50IAyQMjSRjViq7t11g9dNL0eq1rP39pxg73e/6tBfjmqQwaqsaCK+toD5Gh7nLRO2+S/zzv9/l+I5zDs9VUFjLkRNFLL51In999+t8/XcP9KqS+5JLvh45WlhCvamDl3IOO8SJHpsxi7ERsdwaNoLLebVMTxvaJ9cxOApwavi3CdAlKLozLDF64lA0GjUXTvWuhiXCo0L4zq/u4pbbp9CYXcVffvsJn24/Q7fZ4lGM7TPC9iSlxVNysXxAKi5XQhwcHoxKpaKprn8iDL7LE7s6eQjex5Yko1bc0Eg6O7vZ/clJj9Wwc2RJnDsUDCQ3pQgDLLllAmqNigN7L/HQf99OfVUj6/62VdEHoDYmlqgp6Tx7yzxM6mAK8mvwp4Ixt8YTHhPCp6/t4s/Pvs7n7+zn2IEchxmwVqfpVSXf/+2VDB0Za8slP/+dtwE4sevCDVEl21e8b2adoEXdSbIhomeBxhet5lmjU1GpYM+JPEWXklwhJ8Dg+c6wPf6Bekakx8u2pO3R67U8+MwivvzNZfi3dbPuX3v4x2uZNDT1HJdwJcY7DpzHL6y3gckXSzvcISfEShd2KMUXeWJ3bWlvry3BFaNW+JBQ8i5UcHx3tvvHO11ZAnHuUDBw3LQiHBjkx/LbJpF1rJDObgv3fmsVF4/ns/O9Q26/zn4pR0bCaIYkp/PQI7OIjPTjs7d3cfjiISbdn8Lkxens2pzFn37+MV11LUydkIha09t96h/kx5jpI7jjq4v53t8f49nf3s+cWycBsP3dg9dtlVzV1tprgUZSkIEErYFvzZjTa8YbFBqAzl/HvuxCxduxnHElwBLu7gw746klLaFSqZizfDzf+fmdDI0IIeuzc/zh+S1k2/kMnMW4rLiWEyVVvdrUvlra4Q45IVa6sMMb+jsndteWlmJLeVmFHNp0wsUzOBIeFcLD31iGRqflo3/t9lgNj5uTRtKoOD57YzcWi0Vs0hIMGDetCMMVk9bmj4+TOnk4yx6ew771Rzm91/VPytJSjtXJo/hw80nGjIzj8fuW2drUQYYA1v1jMx9t+ZwGf8iYPZIEgx/v/HYj//jB2l6tanukWfKsWyYB8N3nv9SrSlayvWuwKGttYntJLpcaqnn+zD5bq1mqeBdHpxKo0ZEe3ztiolKpaAvT09Ta2acq2JMAg+s7w3IoaUnbM2JMPN/99d1MmTCM2qwy/v73bWzaeZZus8X2GEmMx8VEMn3KiF5tavulHQOJsxAHGgK9WtihlP7Oid21pe1jS5UF1Yqeb8SYeO788jzKSxpY//pet4+VIktVRbWc2NHTPREmLcFAcMNFlLxBMmm98vw2jh3IZc7qqdSU1LPx5R1ExIWRNDLO4fHSbugvTZzEpq1ne+2FlqJNH6/PZO1rBzC3FqNTlXHbQ0tYNWQex7ad5dPXdrF97QGmLB7LjBUT3B6K8AvUM2b6CMZMH4HVaqW6pI6crCKP27uuJs4LNCxWCwFaHY+NzmBxQqqDqco5H2yPqdtMmdrMELReV8FKBBh62ozj56SRtfs8ix6Y7TYXa9+Snrl4jKLXER4VwtM/Xs3GN/ezd/s5Pl17iMKSWh6+cwbhhp4ToBaLhZb6Vm65YxqTl47rFW0KHxoxIOYsZ+zjS7WldYyaNGxA/hxXeWK9v+ePHndLPMD72BLAinumcXjbOTatPczsFeNJTI52+VjnyJJ/kJ/YpCXwOTd1JQxXTFo7PztLa0snq7+6WNYxbd+Gbrrc7HIvdPb5Mk4fqeWe+xfz//58P8FhAbzz+4954YWXiJgcwLeff5SpS8ZyMvM8z33rTdb+aRP550o8/mQt57gerCrZ1a7mb02Yy0+mLWFoSDijw6N7uZrl8sESBy8UYtGpiW639Po9dygVYInJi8fRWNNMwbkSj8+ttCVtj16v5Z6vLOCBrywkzKzi7I6L/OWlbbb2tH1GWG5mvLe0iuPHcimr8twy7y9SRVxb3sCxHefo6hgY05HcnLiiWNmZN3dt6b7EllQqFc/87A7Uavjn/26gvdX99+wcWRImLYGvuelFGK6YtLZvykKr0/Lg92/r5ZiW2tDTg2PZezSPWxaP67UX2nkRx4ypUx3a1G//bh0//9HvscZ28d2/P87qJxfRUNXEm79e77FV7YzcLHkgHdfuhNc+x6tVy/+VcpUPln5v58lcJgyLwdTQLntNSQ5vBRh6HMgRsWFk7Trv8bHetqQleubE4/jqf9/K0MgQ6k+X8/Lru9m08yy1lY2AY0bYXoxX35pBS3snv/7bJz45FOGJlY/O59YnFtHa2MYvHviroqMPfcV+Tvz2C9sUf527tnRfYkuxSZEsu3Mq5QW1fPDKLiwW1z/4OUeWQJi0BL5FiDCOJq3Cy9UEGQIdHNOnyss5UlrKbcNHsmX7edm90O42YdlHmyQx/sE3f0GdqopnfvcAj/3kTiJjDTZX9c733ZvDnBmoKlmp8CrJ8Trvi7bHtiN6ahogf03Jmb4IMPS8V5MXj1OUGVbqknbFiDHxPPvTOxiXngDFjXz+6SneWbsfk8ksO4bQaTWsXjGVsSPimRgR5tOrTe5Y+tAcElJjyT+t/PpSX5HmxOMykgHYtu64xzmxO7c0eB9bAlj5wEyiY0M5dSCXnRtOuX2sc2RJmLQEvkSI8BfYm7TMZguxw6K491urOHvyMn/auINx0UPIOVYmex9Y6SpKOTH+zld/Qm5VDvf/1y1896+PMXXJWE5/sVDgw79tVdSqdqY/VbIvhdceV/Ng+0tJqV8cNKj3ENHpqwBLeJMZ7ktL2p7wqBCe/OGtzF00hoCGTgpPFVFc3cTlYvnYjlqtZmhaPCGdZsUbuPqLITqEIfFh3PLkIq/OIPYVrU7DqgdmAHBqf46iPLG7tnRfYkuRMQZmLx2Ln17Dvs9Oc+54gcvHykWWhElL4CuECH+BbZNWRRPHDuQCkJaRgmrlcCpKarGcaqSssqnXHLgvu6DlxPjbT/2YI2eOsfTB2XzjL48APYff+9Kqdv6+PFXJP/3WK/z339/hqx+t5X/2bfGZ8Nrjah5sfynJ1TUle/orwOBdZrivLWl79Hotdz85nzseno22zQgmC6+u3d/LPS0hLe3QatRercPsK9LCjjHTR3h9j7ivSH8PHvrmUsV5Yndt6b7EluavnkxAoA5DRBAb3txPVanrqtY5siQ2aQl8hRBhO+xNWi3NHWRVVFAVamVGYCx7dl9k+uh4hzlwf48xuBLjfYcPAvCV/723V6v683f298t0JVXJGQ9NZcR/ZdD6RCLZ83Sc1zTReKqKkE9qGLmpjcQTRoIrulH5IJbsah7sfC9Y7pqSPb4QYAmlmeH+tqQlpDlx+oQkQkMD0ZW1kJl5npff2Wtb7iHhvLRD6TrMvmK/sMPTrmlfk5QyRHGe2FNb2tvYUmSMgUmzRmLuNBIeGcJ7L2a6NGrJRZaESUvgC4QIOyGZtD795ARvZ2WRFhKBzj+YpKgQcjadsjmmfXkNyVmM3/vLRgAy9+5l+JgEHvz+bbZWtbeuanucW807SvNIj4/jl8tvZcPTz/DWj57l60/cSvLIOJ86rl3Ng53vBYPjNSV7fCnA4F1muL8taXtUVgvL753OsKRIAqraKL5UyQuvZzos93C1tGMgxdh+YcfVFmJv8sTu2tLQE1uKSojgw+c2e1zIAT3VcHtbF2kTEujsMPHRa3tcGrXsI0udX4iuMGkJ+osQYSckk9b6nGwaGttQF5oICNDzs1/ci85Px9rff8qZU0UDco5QEuNnf/04AO/9ZSPffurHfL5zJ6GRwSx/eC7f++eXvXJVezPjHSjHtdw82LkKloiMNfQSYV8LMDhmhj39IOOLljRcuSOckBzDkz+8lckzU9FVt2OtbuP1Dw7a2tOelnYMhBiHRoU6LOy42kLszd5pd21p+9jS1jd2e/xzI2MMTJyZStb+HNY8Pof87HK3Ri3nyJIwaQn6ixBhGdRDA2gKs2I52UJNTQsPr5lOdGwYD/337RQW1fLCrzcyeszA3QOePH4CAM/++nGHNvXnO3ei1WvIWDqOZ//wkMtWtS/MVb50XMvNg+WqYICIWANN9a22mNJACLCE0sywr1rS9hlhaU686r7pqOo7MDSZ2Hswx9aeThzl+aKSL8XYEBlCU43j1qyrLcRK9057aktLsaVjW5XFluavnkxrcwcN1c0suyuD/Z+fdWnUkossCZOWoD8IEXai1WjkndOnmRgVR0N5K6mxEbY5cENrF+YIA7R3EqmxDvg94MnjJ8jOjD/fuROr1UrKuCRbq3r44hG8f+4k97/0Ck+++w4bzp1mWEiYz8xVSqvkvRtO0N7cgbm7p6UnNw92VQVDT2UCPTGlgRRg8C4z7IuWtPMdYWlO/Oi3l6PrtmKo76SqrIEXXs+EkAAqC6sVCZ8vxDg0KoTm+pZeInK1hRiU7Z321Jb2JrYkVcP7t5xm2oI0xk9LdmvUco4sCZOWoD8IEXbivTNnaG8zoquyMCY1jspL1bQ0d9hmwNPmjOSxpxdyYONxtzumfYkrA9e7n2/h48tn+dPlQ+yIb8BvRSIzx48ioySApHdr6Pp3HqasOqxG77ZQecJdlZxzqoiSy1W8/JMPWPvnzXz66VHaO7oc5sGuqmCAiC9EuKaickAFWPo+pMywyeheXHzRkpa7Iww9eeKv/ug2IiKC0ZQ2E9QNey+WUlHdRHFOhdxTydIfMTZEhmDsNNlmnfYMhhArmRO7a0t7G1uSquGT+y5x+5fmEDkk1KVRSy6yJExagr4iRNiOrIoKDheXEF6hIiTQj+99cwUarZp3Xt3jMAOed8c0Ji0Yw8aXd1CSq/xDsr9kTJrMN//320z50a1kjw3mDyeO8Kf16+msrOUb42bz1wV38Ms1t/OrXz7BEz++y6euanfYV8lf+cVdDB8dz/Rl4+hqN7J5y3GKz5ax/neb2fr2fi5mFbH9eI7LS0k915TUnL/87oAKsISUGS6+4P5ykS9a0q7uCMOVPPHYKcNpzashNTqCxtZO/v2vHb3c057oixiHRoYA0FQr/3dkMITY05zYU1vam9iSfTWsAh742mK3Ri3nyBIIk5agbwgR/gJpN3RIrQpLq5mH10wnKiqE0eMT2bXzArGxYbYZsEqlcrljeiBwnvFeVpt4YOUyfrhwEXPLofIfB3j9f/5O5q6eDwSVSuXQqu6vq9orVOAXoCdjyTie+OmdjFk9gTnTRjHsC8f1c3/5hFOHc2k7XiI7SzZb21EbLtNQ3TrgAgxXMsP5WYUeH9vflnRjTTNhQ1wf7JDmxMvvnkZdfi3R4aFU5Vf3ck8rxRsxNkT3iHBzretrSoMhxJ7mxJ7a0t7ElqRq+MTei4RHhXDPVxa4NGqpVCpWPbHQIbIkTFqCviBE+AveO3OGxso2qOrm1iXjGZoQQfb5Mk6dKiIhMYLuLhPY7ZlwtWPal2wuvOjWXPXA7IX8wcXMWPrpPCw6tE+ual9g6jZT0tjMnIxR3PHVxXzr+UcInTGUmWOHoTNaejmuc89eIqfuLwRHmdA0Zwy4AEtMWjSW6qLeH+DO9Lcl3VDd5PZqFtjNib+1HF2AP6aSeqIC/fj3h4dcLvfwhBIxlhZ2NNW5P2k4GEIM7ufE7trSoDy2ZF8Nm4zdjBgT79aolTgyjonz0x0iS8KkJfAWIcL0tKEP5BbiX2pm4ugE5k4bYZsBjxmbwHf/363UVjXbNmlJOO+Y7u8/Oqni/dWxnQBkll1W5Gp2NTO2F2O9v86jq9rXOOeDD2UX0a2CZx5f0muWfOHEeQ6e/RmnD52kpXAo+Wfqrtq95PSZI9EqOIPX35Z0Y00z4UN6n3GUY8SYeB7+r5VYu81UHy1kYmI0B45dll3uoRR3Ylzf2m5b2OGJwRJiV3NiT21pb2JL9tUwwOxlY90atZY9PNchsiRMWgJvuelFuNVo5K2Tp1AXGEkMN3DfbVO5eKHcYQY8NDnaYZOWPdKO6YvH89n5nneHF0A+xzssJAyA381a6ZWrWYkYX81WtX0+WM4RLc2Sb/3KDG75SQ1jZseQoHsGjSWUwuxy/vytN316CcoVej8dw8YmAXj83vvakpYywp4qYYc/a8ZIklJjiIoMIufAZSZFh9PY3NHn9rSEKzEua++grMRzRwAGT4hdzYk9taWVxpacq2GVSuXWqCUXWRImLYE33PQi/N6ZM1TmNBBu9ePhO6dTlF8ju4jD/tyhM2kZKSx7eA771h9V5Jj2lOP90uipAH2OEykRYxj4VrV9PtiVI9oWQ7I0My7hh8xftYKHvn8rqROSWPHw3Kt2Lzllcs9Vn6pC93PDvrak7TPCSgkMCWBIYiTJI6JYfncG2ccKiDNCQnRov9rTEs5i3GI1s3XvOcXRpsESYldzYk9taaWxJedqWK/XujVqOUeWQJi0BMq5qUU4q6KC3afyCKqHO5ZNpK2xw+UmLOdzh87MWT3VrWN6oK4TuUOpGA9Eq9pkvpIPdpULdpUDjogxoNaoiYw1XLV7ydGJPS3z/Cz34trXlrRzRlgpiaPiKL1UYZsT15Q10pZdzdwJw/vdnpaQxPjOpVNICgn0Kto0WEIMvefEZ44WuG1LK40tOVfDgFujllxkSZi0BEq5aUW41Wjk9UPHsRR0MmdCCpGB/h5XUTqfO7RHzjE9GMIrh1Ix9mWruqyu2TYPlquC3S3icL6mNFD3ku2RtnmVXCjxeGe4Ly1pVxlhTySNjrct7ZDyxH7+Os58fp5lk1Joaunsd3taInyIgWDU/OThpV7ljAdTiJ3nxKcO5zP71kku29JKY0vO1TDg1qglF1kSJi2BEm5aEV6blUVpVg1pMdFMHBHH++8c9LgLWu7coT1anZYFzy4gL66bx99+k58c+nzQhFcOpWIM/W9VF1U3EqjXExMa3KsK9rQJy9M1pYHacQ1gNls83hnuS0vaXUbYHUlpCVgsVsryqoAreeLRE4eyZ/1JJkaHMyw+wiftaWlhh7mr2+uc8WAKsfOcuKiwjrDoEJdtaSWxJblqGFwbteQiS8KkJVDCTSnCWRUVbN9zkWj8mT8xhQ0fHFV8jMH53CE4tpp/l70X86xI/Oq6ST8Hz829bVCFVw5vxLivrerC6gZSYyM5lF3kUAUrXUXp6pqSM76ukmOSh3i8M9yXlrSnjLDL1zMsCr2/zuGi0pU8cQbHdmWjrWxl2ey0frennRd2eLv0YzCF2H5OXF/dQnNHNyV5lbJtaVAWW5Krht0ZteQiS8KkJfDETSfCrUYjL247iKraxILxKezeetbra0hLbplAm183v/vkc9lW80sr7uF/19xB2+EK9n5wdIC/o77jjRi7a1V//eHvs2ThUpqaekTTYrFSWttEcnS4QxXszS5ouWtKSuhvlZwycbiiO8PetqSVZITlUKvVJI7sfczBPk9cXlTHhe3Z3LtsYr/a064WdngjxoMpxHBlThyTFElbZzefvrFXti2tJLbkqhq2N2qtczJqOUeWQJi0BO65YUXYarXS1WWko11DV5fRNpP596HjlJ+tY2JiHBePF3klwFLF+5uzu7k0vov9dcWEGnWyrWZvHdODiTdiDL1b1W1NHZTkVvLyTz7g9J5suuo6MJtMNDd32Kpgb48xOF9T6gveVMmXvtiYlZQer+jOsLctaW8yws4kpcVTcrFcdq4ozYn1/jq2vLGfFZNHMDwxsk/taU8LO5SK8WALsTQnXnTXdOpqWnn++2tlX4OS2JJcNQxXjFqXnYxacpElYdISuOOGE2Gj0cilS5fYuHEj767dzmebY3l37XY2btzI5gMH2bn9HHF+QbSXNTNmXKJHAXZlrvrp/GXcbxlF0JFOxoXHyLaaPTmmrzW8FWOpVb3o3ulEJRkwhzVy7MAuos+WEFmZT9aBvaRH6QjyM3l9jMH+mpKvcFcln8jsuaT02TsH0Oh07F1/1O12JW9a0n3JCNuTlJZAW3M7DS46A/Zz4k/eOkCCRseti8Z53Z7WaNSKFnYoEePBFmKtTsOax+fy4HdXUZJXxW+efVP2PrGn2JKrahhcG7XkIkvCpCVwxQ0lwhUVFXz44Yfs2LGDsrIyVCoVGo0VlUpFSWkpBzN3k2Kpw9DVyfjxSS4FWImreVJ0PHfcPc2lSQvkHdPXA96IcUVFBUePHqWlrRmdQcWQpEjMKg1mkwVTcyM1F0/zxlvPUV3Z7NUuaOmaUl9a0kpwrpLv+foyAKLiwukymck+epmf3f9Xt7NkpS3pvmSE7UkaHQ/gMBd2xn5OfGDbOYqPFvLE3TO8bk8bokJoUugu9yTGgy3EKpWKlffPYM1Ti7h8uojn/t8Hve4TK4ktuaqGQd6oJRdZEiYtgStuGBGuqKhg69atNDY2YjAYiIiIoLvbxJ69x3jzzXf458v/YsNH67hw8hAREU3MXTjcQYD7EieSM2k5czV2TA8UnsRYes/b2trQarUEBgZyYP8+tnzwPps3fsiZ0yfQ+NfQWG9k/0ehHNycr/j7d44pDTR6Pz0As1ZO5GdvP8uk+aOJjA52O0tW2pLua0ZYIjAkgKj4CEoulrt9nPOc+LM3DvDQysletadDo0Jprne/P9oZd2I89fYpgyrEAHc/vZipC0ZTkVfBa7/f3Os+safYkrtq2JVRSy6yJExaAjluCBE2Go1kZmbS3t5OeHg4Go2G1tZW/vOf98m5VEpicjKjxkxmWFIqzU0N6P2s7Nm7m8KG2n7neN1t0pLw9Y7pq42sGH/1x7z/4Ye0tbURFBSESqXik08+ob2jk7QJk0kclkxpSTbZOXlEhQ9FpdKy78A+/vT1VxUtAPEUUxpI1Go1s2/PoKOlnYe+f6vLWfLHL27H30/LyX3uI019zQjbkziqtznLFfZz4nde2EbG8FhuWzJeUXvaEBlCU413IizhSozr4oO5+werB02INVoN939rBdExBgL9NbL3iT3FltxVw3JGLbnIEgiTlqA3N4QIFxQU2CpgaenC3r17aWtrZ81d84kbOo7hQ0eycN48vvK1r0BwILkVZfxpxyf9zvF62qQl0d8d09cC9mIcEuFPdVk1FaXVtLT0fGjHxMQwZ8kyklJHMXfRVEaMjCf3QjUhoeEkpSQQmRRCyoxYxQtAlMaUBgLpzvD5gzluZ8mVlyvZtzmLP3/7LZeO675mhO2xX9qhBPs58Yev7qGrrJmnH57nsT0dGhVCc31Lv35QlBPjA+Z2Rt87jbyswh4h7rq6Qhw3PJr5t0+lrb6FWYvTZe8Tu4stuauGQd6oJRdZEiYtgTPXvQhbrVays3vcxxqNxvZreXl5jBiRTKsxAVOnmeBgP9qCzeQ01VJn6kSnVjPFEuCTHK+7TVr2XE+OaXdMnTiJ6bMnEjkkHI1WQ311Ey3NrSQlJdHY2o4KK6EhJpKHjqOz00hXVxcajQa1Ro3/EBX/9Y8nFC0A6WtMyRdId4adM8POs+SfvfYUiakxaP31LnPJfc0I2+O8tEMJjnPis+z7+ARPPzDHbXtaWtjR6YN2qbMYm9OiCViQyvljefz6Sy/2+/m9ZcGaqUTHR5CfVcgj317W6z6xp9iSu2oY5I1acpElYdIS2OP5fts1jtFopLa2loCAANuvtbe309XVRWBIKG3VVtRqI91hKvxNKiKDAgkJ8MPY0YWxuZG6tnLbPLA/zFszlPfe2M/uQ4eZNC3F5eNGL0+gpCaBDe9/iibGRNzwIb0e093d85N2vbEKreXa+09k7DJSWVNBcGggUTERFJVfRlUAzY2tmK1+qMxWVKYh6HU91U5nZyd+fn4EBARQW1sLaisZS8cxdclYCs6XcmTraT59bRfb1x5gyuKxzFgxgbDoUIeYUn+qyL4yadFY1r2whbqKBiLjwmUfExYVwqTZI+nsMPHl391PdUkdOVlF5J0u5rO39rH5jb3UFtcQOyyKy2dLGDY6Hq3O+x/27Jd2JI9LUvx10pw4NjGCj17dwzvPfc79zywiZWgUn+06T1FpHQ+tmU64IRBwXNgREOzv9euUQxLj2WOGc3DKSN7V68jedo6Zj42korqBoQm9/w0MBNLJw3/9fB1F50t5+seref/lXbz+xy3c9vBsJs9OtcWWNr2yg1FTkknLGGH7evtqeOr80ehkzl/OXjaWiuI6Nry5n+hYAzGJEcxbM409646QsWwCkXFhNpPW63/fycmj+UydMaLX8whuHq69T3gv6e7uxmq12trQ9ujUWjTdJjBbMBYZadS10qxTodGp0fqrUOtUvPLWywQM0RAQ1fN/umCV7HMpIWRFI7ubTlNUHINW6/qD1rrIgiahkg8v/oNhxKPVOwmMWY2BdD6veAc0fV9DOFCYO6w0dHWj0oC6S4VR247WX4VhhB8NpRZU3VCQU09FRQ2tbV2UVTTSZVKhUVvRaFSYTCb8/PxsC0BSxiXRWNPM0W1nOLHzPAc3nyJtajLD03uc1A3VzcQkRV717zN95kj0r/Rkhhc/OMfl48ZOHc76N/fT0thOzNAoW6Xc2dZF/vlSXvmftTRUt/DW7z5B76cjeWwCqROGMmrSMMVzYldLO5QizYnfezGTV/+whTWPzeVrj87nnfVHef61TB5YPZX0kXEOCztiZX5A7A82Mf7H07z0pw0A/Pe9z7Hqp3dyy+wxDsc9Bgr7k4ejpybzxPdWsfndw2x4cz8VxXWsuCeDaSsmknMin/V/28rXn3+ckPAg29fPXz2Z04fzOLH3IjOXjuv1/JJRq+b3jbz3YiZP/c9qZt8+leM7zvL523t56L9vBxxNWunjEgkM8hvw711wbXLdi7BWq0WlUjm0dQIDA/Hz86O5uYURGeOpqW7Ez2TBYrTQ3W7Bqrai6laj8tPSkRNCu1mNRtPTmdf56wgbEkx4TAjhMSE9//+QEMJiQggM9XMr0J3hRt54MZOAtiEsXz3F7evuCO3g3T9vojVLz33fvQWdXaXX3d3N4fMnWBH3CFrttfefyNhlZKPfZlSAv58/Bm0ZenUACcHDYEgnrXXtaDvMmDuMdBu7qatpxooWldqCCvjzSztJiIskIS6MxLgwEuLCCY8KYfnDc1l49wzO7L/Ekc9Pc/5QLqWFtRzYdIrbnliA3v/qVsN6Px3j56SRtfs8ix6Y7fK/vb1LeubiMbZf9w/yY3RGMmFRIax6YiHDxyTaquStb+9n8xt7iYoPZ+SEoYycNMxjlZyUFs/xbWdc/tDpCWlO/MlbB/jwX3uYu2I833piIR9tOcW/PzzE/BkjWTYv3e3CDl+g02p45nu3s2XLFqhrY8svPubkQyVMH5fM8oxRAy7GC9ZM5eKJAta/nMnTv7qH2x+dTdzQSLa+f4Sq0nrue3ohd35jJf/4zhus/9tnPPrTu23vt5JqWDJqvfKbTax7bQ8Pf3MpKx6dx4fPbyH/bDEp44cCPSati+fK2PnZGVbfM21Av2fBtcu19wnvJXq9nqioKMrKymwtaZVKRWpqKhcuXGDGzJkYDAZamtoZEhVIiCGQ+soGOowddFR30ZzbRUiUgbi0IUQnRHzxU6+V+upmLh+upKn+yuICP389ETGhRMSEERlrICLWQMQQA5GxBoJCA1D5qVi5aB4b3z/KrMlqho9wU0n4waPPPMirP32fXS9n8cD3b7P9Qzepe2ajEfoYdLqr34b1hFVvJTY6jrKyMvTB/mjVOtQqNTq1H5EGHe2dJgxBQSR0R3LmHFhau2inhcAwHcFhkaSMTKC9y0TW2RL2fHEsITBAT3xsWI8wJ4TxwI/uoKGkjj994012fXSES8cuO7SqrxaTF4/jxI6zFJwrsX14OmO/uMNehOFKRjgixiBbJedmFXHucB6Htp72WCUnpSWw56PDNFQ1EREb1qfvR5oTxw2NZPvHx6ksqePeL8/nhF172i/Y3+PCDl/x2E/u5q1frMO06QLZAX4cv1RCRlrSgIqxfVt678YTLLp7OtMXjiYmMZwPXtrFy//3Kfc/s5g7v7WKt3+1jkObTjB7dYbt6z1Vw3DFqPX2X7exc8Mplt45hcNbTvHZG7v52h8fQa1W20xaWzeeZMqMESQkRQzI9yu4trnuRVilUpGenk5ZWRlms9lmzpo3bx6FhYV88P77jB07jo4uFZcutlBXW86Xn3yMjo4O4scOo0BTTkluJZeP5VJ4Rk+AIYiwIaGkThjKlPmjGZoWT1eHkfqqJuqrmqirbKK+uonS/a4E2oC5uY03n9vKl76+hOj48B6BlqlcJMf02j9+ys73DrH0wdlX7X3rD87vuT1Bfnp0flq62rqxqlWEhgeRPCqW5roOujtNZO+tIO/UESbOG8XSOaMZMSKa6tpWyioaKK1s7CXMqlGxREWFMCTOwKEdZzmw6SSjM1KYuXIiyWMT+zw6UEpSWjwRsWFk7TrvUoThSku6uaGNULv2pauMsOS4HjN9BFar1WGW7KpKtl/a0VcRht5z4ld/t4kHvraY4V+0p3PK6onILmVJn/8E5Sx9YDYqVLz5y48I++wit/3oNvacLxxwMXZuS8cNj7btnbafE0uxpZRxQ4lN7vmhWkk1DFeMWtvWHSduaASrnljIK//zLid2nGPa8glAj0nr5NHLbF53nKe+vWzA/z4Lrj2uexEGSE5OJiwsjMbGRsLDw1GpVISEhPDII4+wf/9+cnIu0dbegRUtsZGxVJbVMDw1idX3rUT3uI6SS+Wc2nWes/sv0lTTTJvKyvkDl8jam41GqyVhxBBGThxG6sShzL5lku0firHLREN1cy+B9ldZuXAwh+fzqwiLDHJbQY+amsyyh+ew/Z39RCeEM3F++iC/m8qwf88dRgF6HRq1Gv8QHS0F7VgsVkIjgwkODwSTBuPlForPlbCvoJrT+3NIGB3H5EnDmTYthSVffO8trZ2UVTRSVtHA1tIGimua6Qj2w5IcTVdrJ3vPl7D7cC7xMQYWrJjI7GXj8Qvov7lODpVKxeTF49i77jC3PrXE5Z/jqiWtJCMsOa6VVMkWi5VLx/OZuGBsv783+znxv36/mTWPzeU7Ty7m50dyOHjwEkk7z7Jy4Vi0moENUax8dD4Ab/7yIzJ/u5kfvfUsx/PL2Xkyd0DF2LktrdFqbHunpTlxxrxRRMaF8eFzm3nmT4/aBFdJNQyORq2nfnirLbI0fk4a/kF+wqQlQGVV4JFvbm7GYDBQW1tLZOTVN8goQdre1N7ejsFgsFXEDo+paqShoQFVp5XU2HQe/uYdaOwMVMYuExeP5HEq85xt3VxkYiT6AD/qa1vp6jASGOJP6oShjJw4lBEThhIUEtDrzwHYsPYwJw7lsuaeDDpbO20CXV/Z1KuCDh8SSmVBNfWVjax+ajGpE4dyNvcEq1atQq8fGHHxBa7e8/zqetSAudGIXq8mKLRnm9bKlSuJi4vjyOdn+OAf2ygprEUfEkD4qFiC48NJSopkWkYKEyckof/iw27nh0c4vf8ST/3ffTZhLq1o4NLFckoKa2htbEevVZMyIoaMmSMZlRbXM2M2BHpVVZw4dInS6oskDhnN1FlpDr/XWNPMc8/8izueXcGUJa4/cP/z9x10dph48gerbL+2+8PDHPksix++/owX7+wVnKvkw58ep6O1g2m3ZiieJXvCaOzmk7cOcPZYAXNXjMdY18C+z0+jyhhBYlyYg3vaV5hMJrZs2cItt9xiG7lsfXsvb/7yI1ImDOPna7+JSqvh4IVCdp7MpaW9a0DEuKKwhn/9fB3zbp/Corun237darVybM8ltr5/hIjIIGqyi8hYMZHVX11qe8z6V3dz+UIZ3/7d/S6rYeh5f1/7/WaMnSYeeLqnGp6+YiIrvjTf9ph1/zlETnY53/6f2wbMpCX3ngsGjrq6OqKiomhqaiI01M0P4TeKCEOPKGRmZtLY2AhAQECAzbTV0dGBFWhuNdPSGY4uv5VxGSnc/bWlDkIs0VTbQtbu82TtOk9dRQOGqBCS0hLQBwdQWVRLRVEtKpXKoUpOSBli++Bvb+vihd9uIm1MPHc9NMvhueUq6NqKRo5uO0NrUzvJ4xLIuG8o2VtrCYsMcT2DvgZaV3LveUNbJ41t7YTrdTQ3thMfP4TVd9xCXFycw9dKYlxWWEuAIZCEycOxhAbg56dj0sShTJuWQlVeJRteyeTHrz7VK6bU0trJxewy9u84y7nTxbQYu/EzBBAWHUrUkFAS4sIdzV9uhNmdCAO8+YsPMXeb+fKvH3D5XmQdymP9m/v53m/vtbWkN/xzG1XFtTz9u4e8eVtdcmDDUda9sIU598ym4EI5LY1tfXZc22O1Wjm4/TzbPz6OzmzC1NDME88/zn82HKPL2G1zT/sKV4LgLMR6fz2mbvOAinHmR0fZ/+lJnvrl3cQNj3b4vaK8Kj54aRf1JTWYm1p48tf322JLdVVN/O3HH7LygZluq2GAhtoWXvnNJuKHRZIYG8Le9Uf5xnOPERkXBkBLcwd//e1mJkwdNmAmLSHCV5ebUoShJzdcUFBAdnY2tbW1NidpVFQU6enphEcM4R9vHyBEo6btZBHpboQYej6cpHb1uQMX6Wo3MnxMImnTRqAL8KMwu5zL50rpbO/qVSVfPF/OxveP8uVvLHFv0vqCtqZ2XvzhWtRaNSOWRRKhSaShqsVlBe3WJHYVBdr5Pe8wmqhsamVMyjBaqtS0Nar55v+73VbdOmMvxiERQaTNTcMYHEBrWyeGQD/KThXyg9/dT1JKjOvX0GnizP5L7NtyiuLSOnThwYQPj8Lip6OlvWfxhIP5y0mYPYnw6T0XWPfCFr79jyddZoY724384QfvsfzuDFtL+t+/+JDAkADu/95t3r6tslQUVPPP777Bl3/9IMPHJjpUySW5lZjNFq8c185cvlDOq//7MSVZl/m/jT8gemgUH2w6wYXcCubPGOmz9rQ7QZATYmDAxNjcbebln34EYGtL29Pc0MZ7L2Vy7NNjRIQH8pN3vmmLLSmthqHnvX37r9uYuTidczvPED8ixhZZAji05xJbN57kq99dMSAmLSHCV5ebVoQlrFYrRqOR7u5utFoter3eJkwXcit448NDTE6OIffzs4yemuxWiCWc29VavYaxs9KYMD8drZ+OvDMl5J0uulIlpwyhuLyR4OhQvveru91mhyUqi2p5/ZcfMPaOhF7taFcz6GtFoKX3vKOzi1+sz2R1xjgmxcbw999vYd7idBavmuD26+3FOCwymIxVk7CEBbDtk1MMGxXL/IVjmDYthfgvqgdXr0FaAHLxRAH+AXrGzE0jfnwSzR1GSisbKa9opOmLdYWSMFs6OomJbsMQlMyCJeN7vUfGLhN/+PKLzL5tqtvMsHNL+rmvv8bYmaNY/ug8he+ieywWC//30AssuHcW8++e6fB79rPk3NPFfa6Szx7M4Y9feYmh09J44JvLGTt1OPuO5vHZrvM+a097EgRXQgwDI8au2tIS3SYzH7+2h41/3ULK+CR+/s7X0eq0XlXDAAe2nWPbuuNMnZHM8S0nePzn99gMf2azhZf+shWdTjsgJi0hwleXm16EPbFp51kOHLvMiqkp7P3PQcVCLOHcrg6LDmXSwrFMXDgGvb+evDPFPcaao5fJPV9GUsoQZiwd63GWDHDhaC65FRcIbI9k2YNzFb2ea02gX9h6AH+dlqeXzGDnljPs35XNN354C5FRIR6/1lmM0WoYt2w8rUBzSweJCRG9Zsdy2C8A6ewwkjY12eaqlpaISK7sC+eLmT3Fn+0HmhkSEy5bMX/y4jYuny7iuy895fJ9sm9JBxsC+N8H/8otTyxi+sqJfX0re/Hvn76HPkDPwz+6y+VjnGfJ3lTJTbXN/OHLL5I4MYXK6jbmrhjPkjWTKa1o5J31R33SnlYiCO6EGHwvxu7a0tDznm58dTfv/WEDY+eP5b+ef5SgkACvqmGr1cq61/Zy8XQxwWozOq3aFlkCKLxczet/38kdD0z3uUlLiPDVRYiwB7rNFl56ey8tbZ2smpLCJy9nei3E4LpdPWnROMbOHoVWr+Wdv+/gxL6LpA6PpK6i0e0sGa78Y8l6v5A1zyzvt2N6MAR6S9Yldp2/zB8eWoXJZObvv99MdIyBR55aoPh5JDHOu1BBcIg/D3xrOSnTR3D8ZCE5OZXo9Vrb7NhddSy1qo98fprqkjqiEyOZuXIiE+am2RaASO1orLEER4TKVsxBWjWXdp3n7q8sZtrc0bIzZvuWdPqEJP78zL949Md3MnJysuL3zhM73tnL8W1n+OGbX1f8XnpTJZvNFn55z5+57emlmNQ6tn98nBHp8dz95ALQqHzSnlYqCJ6EGHwnxp7a0hLv/G4jW9/ay+gF43jih6vxD9B5VQ1LRq2G6mbaSqtY87XltsgSDJxJS4jw1UWIsAIaGtt4/vVdJCdFMiMlhg//tq1PQizhql09euZINmzMYvTYBJatmmCrkl3NkvX+WrZs2YKlzJ+zB3J44hf3kORDU4zzax4Igc6trOX5z/bz/25fSFJkGNlnS3n39X089OQ8Ro9L9Oo1/ulbb5J1IJduUzfhkcHc9vh8Zt42mVNZxRw/UaC4OpZrVUsLQC7nVcjOhO3jUqUVDWzfcAxNoB9xyUNczpjX/mMnnR0mltw6ntd/9gHfeP4xhiT67t/NpWOXeef/1vHdl77ap7ywkip53V8+YeqyiSx5aC6XL5Tz0at78A/Q8cDXFjMkIbzf7WlvBEGJEINvxNhTWxrAZOzm7995g5wzJcSOS+b2L82l8EKp4moYrhi1mqoaCNWr+M7fv4z/F4I7UCYtIcJXFyHCCpHmw6uXTiBaq+GDv37eLyGWcG5Xd6OiscvC0z9dw8SZI4GeiqM0t5Lc08UOs+TEkUOInqRjfOpkdr57iIaqJr762wcIi7p6m6KgfwIdEhnM84eOc+eMcSwZl4rVauWdf+2hpqqJb/zwVrdtZGekmNKcWybZ2tSSGC9/aDZ5edUcPZ7vVXXs3Ko2JIUxYk4oCdFpZMwe7fLr9nx0mJ0fHeKen9xDTX2rbMWs6bZQdL6chfNHceazU/zyP9/Ez4Vw9IX2lg5+++jfuOe7t/okLyxXJZecKyQuJYY7nl3BqEnDsKpUvPdiJnXVzax5bC7jMpIpLqvvc3vaW0FQKsTQfzH21JYGqC6p48XvvYU2OBCjzo+xU4dz/nAuqx6apagahh6j1r//tIWmslpue3i2Q2RpIExaQoSvLkKEvUCaD3/t0fm0VzX5TIjBrl2deY6N/95Dt7Gb+bdNZsri8YydPcph+UNLQ1tPlXy6EL9hRrI+LkOr1VJVVENUbBjfeu7Rq7qy0R1KBPpcSDd+Gg3zDdFExIThF+zH7r25zJo3ilvuzlDc4j6176JDTMl+ZiyJ8apH59LU1MGJk4VeVcdSq3rzB/uZdGscpzZVcNv9cx1a1fa4ygzbV8yFxXVs23wKtVaFqcPIhFmjXLqy+8oLz77KiInDuO3pZX1+DjmkKvnfP/uAquJawhOjbVVy8pgEykobKSuuZ96qCSxZM5nOru4+taf7IgjeCDH0XYyVtqWPbs1i0ys7mLRiCueySmhv6SAsIpDv/ekhRdUw9Bi13v3bdvysJn70r6/aIksDYdISInx1ESLsBfbz4W9/eTHF2WU+FWKJwrxKXvjxR0QFaTE2tdna1ZMWjSV5XNKV3dFf/GMZnzqF/HNlnN5/iRM7zxEUGsD05RMYOUl+lnytIAn0p8fOc+ByCWvC42moaaa+som8glrqW7pIjg0mJDhAUYu7OKeC1361nmd/c7/DNSVXYmy1Qk5OpVfV8fGDFymrucTlA800lTQ6tKqdf/BRkhn+z993cDLzLJFJ4cy4e4ZLV3ZfhXnd85upLq7la395TNHjveWz1zLJOZHP03981KFKbm5opaXVSGuHiRFjEnjsuyuIHRbldXu6r4LgrRBD38RYSVvaarXyn9+spzSngtu/dQsfv76PS6cKeeAbS7n1IWUraK1WK++/vIstb+9n7uLRfPVX99l+z9cmLSHCVxchwl5iPx9+7J6ZXDpVOCBC/OmHxzhzsojHvzqfvBP5su7q0KjgXv9YTu46z1u/2Uh0UiRqjUZ2luzOcT0YOM+FAdpaOnj+/z4lwF/H9Ixh1Fc1e2xxB4UGsOODQ9z+5UVMWzq2VwXtSozVajUNDW2KqmP7nPCI1DiXrmqVSqUoM5x1KI8XvvMmi1ZP5ks/ueJidpgx90OYj249xeZXdvDjtd9WJETecmDjMTLf3c9P3v2O7c+3nyUf25XNycP5qFUwdvJQJs5MJTgxnD1nizF2mz22p/sjCH0RYvBejJW0pdua2vnHd94gNnkId3xjJf/39beoLK7jm7+9j2nze+fN5TAau/nDt9/h0qlC/uevjzBmeqrt93xp0hIifHURItwH7OfD86ancvFkgc+F2HmTlpy7OnlcIhFTA1i6eClBIVeOAez/5Djb39nPmq8tIyIuvNcs2Z3jejAwdZv5wdot3D51DIvHXvlJ3pVJy1WLu66ikZN7somIMRARY3BpEiu8UMrG1/dQXtRbjM1mi9vqWG5ZhytXdfq0FJ579lW3meHOdiNfnf0zZt0yia/9xnXFDH0T5srCGtvSjuRxSf39T9WLc/sv8v6fPuFH73yLgGB/2cdUFtfx2h82U15QS7jBH43KilqvpcngT6sKli5I567VGbLt6f4KQl+FGJSLsdK2dO6pAt7+1TpWPrGQEZNT+PmTr6IP9GPl/TNZcU+Gos+N+ppmfvjAPwgI0PGXDd+xnTD1pUlLiPDVRYhwH7GfDw9NiBgQIT5x+LLsJi2bu3r3OcIm6jn3USHp00bZ2tUAG/65nbMHLzk4pm2zZDeO68Gqku3zwhJ9MWn943/eIywqhCkL0j2axIxdJgouVtDS3E6oIZDFd09jzVOLCAkLQqVSyVbHEYE6AgwNshuz5FzVKqsFLBZ++Mazsj/sWCwWvjrjpwyflMJP/vWk1++bJ2GOizFwcsNRZi8Zx60Pzu33jNmZ4uwy/vU//+Hrzz9O7HDX296u7J3OZ8K0ZKKjgsk7U8zJi2WUGk1EhgRwy5zRTJqR6pBL9oUg9EeIQZkYK2lLA3z2+i6Obs3i6d8/zMGdFzi6Kxv/YH+GjYzlvqcXKvr3d3Draf72449YdMdUvvqzNbZf95VJS4jw1UWIcB9xng8HBuh9LsRWq5VXnt9Gd7eZZ/5rJRqnSkH6x2IwRXN6V7ZDu3rc3DQ+eSWT+spGWce0K8f1YFXJ9nlh+z+zrrZF8SYtgA/+to32lg4e/9EdvX7PVQV98WQhl8+X0dlpQqfTED8sijEZyUTFhRMZayBsSChNnSYuF9dxLquAxcsjKS3Qcuf9c1zOjiVX9d6Pj5F7Io9598zklscX9jqr2FTbws/vfx5NhIGfv/Kkw3nDvuIszHu2nMRohcSRcf2eMTvTVNvMn77yEo/+5G5GZbifR9rvnZbyxGoVHNybzQdbTtFQ10K8VUVUgJ8tl5wyLoEDR/f1WxD6K8TgWYyVtKVNxm5e+eF/sJgt3PeD23nxl+uZumA0F0+XotGquf+ZxSQMj/L4Wv787bc4dTif//rzQ0yZOwrwnUlLiPDVRYhwP3CeD6tUKp8LcVlxHa88v41Va6Yw02l2ZP+PRavV9mpXJ4yIpTi3ktjkITz92wdlXbwSg10l///2zjuujTvb4kcSiI4EEr13MNhgcO/GDdckduzYTnd6393sJrvZJNtbyttN2fR4kzhxje2499472AZc6JheRUdC0vuDjDySZqQZaUSxf9/P533eewaEIKDDvffcc5nmwhR8krSoNaVfffAIr8+v7tbg0I9n8dPXh1Fb2Wu4ikoMgtzPC61N7Yb3a+vswqSHY7D1h2JIvDwQHCTHyBFRGDs+Hj5KL7MXvu5ONf689AN0tnfDS+ltFgBSkncLX/1+LfQyb8x/ZILReUOh2P/9UZzak4P7374flVXNgpq/qMCO+c/OwMhZaZyej+k+cUCoLzo61Vi//QIuXS5FpNwT3u1qVBTUQC/SI21hCKQtPohPi7LrEpQQQgywi7GvhxuntnRteQM++80qDM9MQY/YCYV5FVjx23nYuPIYqssbMe/BcRg+LpbxYylU9S14fcnHcPZ0w5ufPIqA0N7KVwiTFhHhvoWIsJ2YzocBCC7ElEnr5d/NhZf3bSFk+2Whh4HknSlA+c1KRA+NwON/WozooeFWX1z7o0pmmwsDva1MrklapmtKtmBq4Jr90HiMnJ6C5rpWnD+RD+/IHlzb34i2Li3K61vRptFCLAIU7i6ICfNFeISf0Qz62pkbOLPzEpb8egEuHc4zCgDx8HLF3lVHETshGRqNzui8oVCwhXYIZf56d8UnSJ8+DNOWc4tOBXpDKEz3ifV6vZF7etHMNNSV1qKoJh+FB5qgarD/EpRQQgwwi3GavwIb39tltS1NrS3Ne3YGdq4/h6ylYzBichJ2rDmNiyduYvTUJKtz4v1rTuCHjw8gcVQsXvrLIrh79hqy7DVpERHuW4gIC4DpfBgQVojZzh1y+WVR1bdi59cHsXPlIXjJPRCbFmFwV7M5dk3pqyqZaS5MwTVJi21NyRaY3NT+sX6orL9hmAmruzUoKajBqZM3kXOlHCpVB1wlYniLAKduDcQiETTdGpRcLETi2HgkjoqHm4cUNaX1KMmrQENFA/Q6He55ZS5OH76OV/+5WJCWNB0+oR22CPOXr38PZYgCC1+Zw+t5md4nnnbvcIjFYqNwj8Vz0lB4vfdmdlN1iyCXoIQUYsBcjBV13ei8XosX//4Aa1uavrYUmRGLWyX1eOWfD8DJWWK4TxwW429xTqzu1uDdZ7/Creo2jMtKxYMvTYdYLLbbpEVEuG8hIiwATPNhQFghZjJp8fllObblHLZ9th+RQ0LQVNNsll1NDwOxhCOrZLa5MMDdpNWm6sC7L36Dpa9kIWlENO/nwARdjD183LDgV2kIVsZj5HjjrG5TZ7WTkxixkX6IDJLhyHdH0N7SiYSxCQaTmF6nR8mVUrQ3t8NTKUOHWoeho2Mwe/lY+IcqBD2WYU9ohzVhbiqqgbsYWPr8LN4zZqY5sbuni6E9fb2wCmOSJJg5KwturrerOnsvQQktxMBtMd5/7joKNucgwMcTv/3PIwhUyBjfn1pbkvnLUFnfgdnLbqdoUfeJrc2Jrxy/hm//sQVimTdm3D8KMxZmALDPpEVEuG8hIiwQTPNhQDghZjJp8fll0ev1Bsf0Q2/ci7aGNrPsatMwEC7cTu8qQ+GVcruqZEtzYYCbSUuv1+MfT3+NyfdmYPzc4Zy/Di6c2XMZ3/1nB2Y+OwRb/y8bC1dMNaw2mWLqrHbR61F/uQRvfPQ4giL8DCaxVX/dBK1OD78IPxzZlo3Wpja4uTpDpvCEj783PLzdBTmWIXRoB12YD+24iNKyeoQk9zrzbZkxM82J9Xo9jp6+juba66ho9saye0czhnvYegnKEUIM9IrxzgPZWPvP7XBL9Me0+0ez7hlTa0vyUCV0Ts5GmdItTe1Y9/khi3NivV6Pr36/FqUlDZB4emDx01OQMiLKLpMWEeG+hYiwgDDNhwHhhNjUpMX3l6VH04Nv/rzJyDFt6dQi13Y1hb1VsqW5MAUXk9Znb65HcJQ/Fjwxhdfz5wK1J7z3szw0VKjM9oxNoarjU6dvYvePZ+EX7IOZ89MNe8f0O8LZpwqw4YvDyBgVgZyj19Cq6oB/qAL+4QqIxWI01th+LMORoR1UYMcrXz6LymqVoWKuqGpCS2sXAG7CzDQnpn7G829J0dltPdwD4FclO0qIAWDf+tPYtuYEXCdEQuPmxLpnvGvlIRzfcg5aNzfc++RUo0zpHo3W6pz41s0qfP7b1fCNCUF7pwZPvT4XAaG+Npu0iAj3LUSEBYZpPgwIJ8R0k5armxPvX5Z2VQc+f2MtXN1d8ORflhgc09ZOLXJtV9OxpUq2NBcGuJm0LK0p2Qs9rKOnpZs1gYuJNf/ejnPniuGXGoXWtk6EBPng5pazWPJSFsbNSzc6b5g+Lo4lACQGbS0dvI9lQK/Dri/24fG/LsWQ0XGCmuosBXaYtrKtCbOHmxTbVp00zIknzU3B7t27MTVzOjbtvsw7e5pLlXz9QiFW/XWT4EJMhXjo9DokPzACh3IKGVebqLWlgqvlCBoSgV++u8woU1qv11udE2/8cBduXCyBV3gAtFodnvrdfLh7uthk0iIi3LcQERYYtvkwIIwQ001a8xePsOmXpbq0Hl+9tQ4xQ8Ox9NfzzF6Q2U4t2tKupuBaJe/KucE6F6awZtKydU2JC0yJWZbiMOmUXavAV2+swSN/uB8aqRRHD+fhwCd7EDFpCCbMSsXIkdE4tPE8ujo1Bpe0pbOKpjNPS8cymhtaceNkPpThfgiOCxHsHjTAPbCDwqowB8jQ0diOouxyDEkOQkCs1rCGZ+9pRLYquadbjStH8xCTGoG//PhLwYSYHuIx4Z4M1j3j2vIGfPjSStQ3duCxtxcxXliyNCduaWjFBy9/g+TxibhZUI/gCAUefGk62tu6eZu0iAj3LUSEHQDbfBgQRogpk9ajz03G1fxzNv2yXD9fhNXvbsPEe0di+jL2EHkh29V02Kpkr0R/nNK24K3F0xEfHsD4sdZMWkKsKbHBJMIU1sRYr9fjgxe+RnhiCBa+PBslebfw+e/WYOSyCbhR1tA7OxaJ0VBSj7ffXQplgLGhx/SsomlWtSXU3Rp88dr36OnRYuScDMHuQQP8AjvYYBLmqspm1Fc2Yun9YSitckNcfDBCg+QARNi6/zLUGm7taTZMq+Tz+66gNLcU8gAfLH11HpJGxdi1l0xhGuLBtmdcfKoAX725DgEJoXj7f88wXliyNCc+vOE0jmw8g/nPZ2Hr6lMYP3MoZizM4G3SIiLctxARdhBs82HAfiGmTFpaXQ9CYnts/mWhMqYXvjgLqZOSLL6vI9rVFPQq+Xp2Cba0VSOyU4KRIUGss2RLJi0h15RMsSTCFJbE+MiPp3F042m8tvJ55J8twKaPduPNH16CxEmCGzeqcfLUTezeehFBYQpMm5HCeNGJLaua7awixf7vj+L83st4/dsXjL6X9tyD9vWXQe7nhfdXfIL5z83kHNjBhda2LuTmlaGmKh87tlRBHuILsUuvMEmdJWhq6URbRxdGp0dj4Zzh8PP1tKvN3tXejdXvbce2z/bCTeaOmNRouHq42LWXDLBnS5uKcUZ8KBp2XsXZnTl48p/LMPVe5sqVbU6s7tbgw5e/QXBMACLSorF343ksfmoykoZH8DJpERHuW4gIOxC2+TBgvxBXlDXgq4/2Im2Cu82/LHTHND1j2hqOaFfTefenQ2irb0dyh7PFWTKbScsRa0oUXESYgkmMx2YNwwfPf417np+FlsY2nNmVjddXPmv0cV+9vwslFU3wDPS2eNGJT6saYA/tsARXgS46dxNhSSFIyxwmSIubghIETb0MV86WYMTURMSkh6OqWoVbVU24eKUMJbca4ebihNhIf0SGK+2O5Ny96ii+/eOPCI0PwpwnMlGSX2nXXjJgOVuaLsbNDa2oX3UWHu6u+O+ht1k7OWxz4ivHr2HDf3bi0bcX4dLZElzLKcNTr89FZ3cPZ5MWEeG+hYiwA7E0HwbsF+KtG85AL63GpImZ8PG1HOfI+hwZHNN8cES7mr4vrNPpWWfJUcmhOHWuFBGx/nj46SlGp/QctabER4QpTMVYofRAZHwglCEK1JTV45l/Ljd6/+xTBdj87XH84m+LUF3byuneMZdWNZ/QDi7QBXrtPzdDInVG+NAIQVrcFJQgzJ49G+cO3zDbJwaA/JtV+Gb9KahaOxEb4Qe1uoeXK5sJU9e0Tqu3ay8ZsJ4tTYnxxu+PonDVaSTNScXr//eIxXvGpnPi4AgFvvr9Wqi7NXjyb0ux8t1dUHdp8NTv5mPXloucTFpEhPsWIsIOxtJ8GLBPiFtU7Th0eD+07UosXM58Ko8LbI5pPgjZrra0L2w6S65raEN1SzcmTozD+OnJhirZUWtKtogwBSXGpTeqoVX3IC4lBOmTErH01/ON3o/ukqaypLneO7bWqrYntMMSa9/Zgq72Ljz2pwd6n4edLW5KoHt6eowEgWmfGIAh3INyT08YGYPqmhab16UA9vUlW/eSuZ481PRo8Zsl/0bh+SKEPTEO4ycMsXjP2HRO7OfngS9+twbzn56O2PQofPH37QiOUGDBo+Px8b92WTVpERHuW4gI9wGW5sOA7UJM/bJcOtaBx5+fjoho5og8LlhzTPPB3nY1l31hoHeWXH6jCt9+eggVpfUIcHeCRCJGSIw/GmpUcPdyw0vvLBN0HcceEaY4sf0SPnh1FTo6eyBXeGLZL7LM3NQ/fLzfyCVNYe3eMQVbq7q+rBYt9a2ChXZQ7Pr6IG5cKMIrnzxp9X35CLQiyBuBGS7wUPtDEegDX38ZJM4SbP3+JBrrWg37xNTXbMk9zXddykfmjj3fH7O6R8xnL5nrycOa8gb8Zu6/4BngBd8H0tGu7mHdMwbM58Tt1Q0oulyGVz56HBWlDVj14V6MnzkUngpPqyYtIsJ9CxHhPsLSfBiwTYipX5aaYhdoNDrGc4d84OqY5oOt7Wpr+8J0KJPWiNHRCPbzxM2cMpzcmY2GGhVSRscImnEthAgDwE8f78bq93dAHqpEi6rTzMBFtaRf/Qd7ljTX6pjeqq4qqkF7Ywte+9/ziE+PEuwPFCqw4801v7D7Dzi6QNfXNAOKFhQdUaG57rZAO0ud0NTYjhZVJ1JGRmPinFQoAnur6YbWTvzw0zl0q3usuqe5CHNjUQ1Orz+FmNhA/HX1S3BxY2/lcqmSi/MqcHJntsWThwCw6t3t2Pu/g7jv+ZlQTIqzeM+Y+tzUnNg/SIaqqyUYN3c4Zj06GSf2XsXejeex6IlJOHbkmkWTFhHhvoWIcB9hbT4M8Bdi6pdl+LAx+Pqjg4znDvnCxzHNB77taks50kyYmrQuHM7Hug92I/P+USjJvSVYxrVQIpx76gb+vOwDPPvuQ3D39jAzcE1dNArvvb7eqCXNBtfqWN2lweEfT2PVn39EYEwgIpLDObmquWApsMMe6IKg18Gkgm7G5dOFuJ5TBqlUgqAwBSROYri4SuGl8MStxlY0dqqRPiIas2YOg3+wDyeTGJMwF+RX4NaNKnh5u2HmfaMQHqbgNGNmqpKdnZ1QX9MMmcILL7+7jPWP0YYaFf782GfQtXXgxX8/gui0SIv3jCmoOXFtURUkPRr85vOn4Rsow8avj+JaThlmLxuDLRvOs5q0iAj3LUSE+xBr82GAnxDTf1l2bb6EK5fKzM4d8sVWxzQfuLSrreVImz2mSZJW+c1qozUloTKuhRLh4txyvLXwfcx8cAIeeft+AOYGLv+YQITFB+HJ1+Zyflxr1bFOp8Pfln2AxDHx6NHqObmqucA3sIMrXAShMK8S6z8/BJFeh4lZQwG9vrfFXaNC3tVylBbXwtXVGSGBcnh6utlkEmtt68KPXx/ET98egXe4HxImJaKtQw2A+4yZXiVnH72GU3suw8ffG4npUayz5E1fHsK+744gLFKJlz58HF4+Hqx7xnQxbmlqx+r/7seJDSeRNiERr/73cajVPfj6Xzug7tLAP8YfJUV1jCYtIsJ9C1cRZj5ZQ+CFj9wDD8zPwDcbTuH4uULG+XBiehSWvDwL6z/cg42f7ufcmp4+NxW5l8uxb3u20blDvohEIsx/OhMN1c1Y8842mxzT1pC6OGPYpCQMm5Rk1K7OPpxraFcPmZgAZ4kEN6sbOImwVOqE2fdmYM3KY7ieW4HQn+ddjTUqBIQp4OXjgeGTkzB8cpJZetflEzccfi/ZFFV9K2RKLxRfLUN3pxoublKMnjUMo2cNM4hx7qmbuHKqAHIvKRY+M401DpOOj48Hpk9LxtQpSYbq+KctF7BzV46hOg6ND4K6sxsPvrHQqFV9csclXgEgdGR+ve78lvpWQUWYCzFDgvHsWwuw9tODOLTrCu59dIKRK76wuBbf/nAcbU3tSE0KgZtIjMZaFW4dr+ZsEvP0dsPjr8xBkK8nvv3Tj+gUi/Dal0+jtrHdUDFfulKGIydvAGAX5oBwJQLClZi4IAPxwyOxb91pyBWeuHq6AKd255jNkicvSMfFY9fRVNeIzR/twsNvLYKzkwSTh8Vg3JDblfH56+VGYuzt44EnX58Hfbcah9edxLfv7sBDv8zC0ucy8cXft6OjoQ3aHh0O7Lps07lDQt9DKmEBsTYfBrhVxKZ/sVJJWk+8ZJ9JCxDGMc0Hpnb1rXhvhEUH4o2Hszi5q+lJWi+8Ngfvv/gtpzUlPlWyUJXw4Q2nceync+jpUuOe52chfZp5TOGxrRfx0dsboVVr4B/gbTWbmg3T6ljX0oGe6ib87bsX4PLzHqqtASAUWq0Of7r/fcx/doaggR18qjK2+8SAuXuayp62xcVdcbMSJzafRcSQUPz+u+fh4y8z/MHCx/wV6OeN9e/thEgkwtN/XoSGqmbGWXJrWzcaq5rgou/B3CczMW7+COPvkYXKWKfT4a+Pfoqi3ApMWjoBDzw3FdXlTVj14V4ERihRVddqZtLas2cP3nzzTfz0008ICQkR5L8jgR3Sju4HuMyHAetCbPoCxXTu0B6EdEzzgWpXr957FtkNDRjXLELK2ERO7mp6ktaNE9d4rylZy7juRg+6JLX2G7M+2Yuasnq4ujpD26PFir8uZXy/Hz7ej6LcW2iuqOd8KMLS13bjRjV2bjmPk4fzkJgRjVGjY41mx3wDQOi8u+ITpE8fhmnLJ/B6Xpbg2xplu09MvY1P9rQlgb55qRjluWXwkHti6KQhUIb4sLa429q7WYVZpNWhMrcCaSOiMH1+uqFi7u5QG2bJV88U4urFEriKdJDodVj8q3kYnZVq9t+DTYy7a3tzpcVengiIDsADz2ai5EY19vx4Ds5erggIUxhMWnq9Hjt27MAf//hHbNiwAZGRkX32e3+3QkS4n+AyHwYsCzHTC5TpuUN7cYRjmis3q+vx3pbDmOmhxK1ThZzd1ZRJK0LpDmh1dl1TMq2S62ubMGlFPMrOtGPy3AybHdf/++MGuHu5IXFENDZ+sBOv/PcJxq+H7pLOP1vI62oTGx2tnfjTQx8iYUYaajs0rM5qvlnVX7y2CsoQBRa+Mof394MNW+eTbPvEAFBW0YjvN5/l5J5mQ92twU+f7cOG93fAP1yJaQ9OREtzO+c9aBcvVzS1d6GyqhlH91/FtbxbCIoPhKu7i1nFHBwox/avDuPKmUJ0VtajTdWB8GGR8A9VMM6SmcS450I5yi+XQxEfivqaFsxdPhZF+ZW4eOImtFInLHxkLORKID8/H0ePHsXu3bvxxBNPICYmBklJSYiKioJUKuwJTEIvRIT7EWv7wxRsQsz2ArV1/VlBTFoUjnJMW4O+Lzx1SDRndzVl0mqraoKHsxivCnRNSavVYe/G01C71OHKjmpo2ntsniVTd4SnLBmDd1Z8inHzMpC5zDxwhSm4g+vVJktQoR2zn5xm1VnNtVVtGtghBPaYhJjuE1Owtaf5whTowbfFLffzxuXj1yF2k2Lqg+PRBT3qm9tRUd1sqJglIqD8agWGDglG1YlriEwOQ3h8CAoul7PuJdPFuKmuBV17r2H6faPg6umFiyduYsTEeJQX1qKwqBTe4Roo/F0hEotQVFSEXbt24cknn4SLS28XQS6XIzMzE0FBwhs173aICPczXObDALMQs71A0c8d2mPSougLxzQbTPvCXNzV+Vdu4fO/b4Wkswv/WPeSYNeU6DPh+MRQmxzXOp0Of172IeY8PhWjslKx5ZM9KMwpxS8/e4pRwNmCO+wR400f7ERNaZ1RaIc1Z7W1VjWfwA6u2OvUtTQn5tueZoMtWYvx+bAI9K2CGuSeKYRvoAzKILlBoD18vQB3Z6glIuRkl6GuqQ0yiQgN2cWInD4MCRnR8HJxgqa5Ay3ljagrroNOpzfaSw6ODcDZm+VY/8U+1Jwtwcxfz0G0pxdObrsMeaAUTepSaLQa+Cp9EBSiwOXLl7F161a88MIL8PHxgVarhUqlgru7O7KysogQCwxxR/czWVOSUVLegB9+OmtxPszkmmbD3cMFM+elYcu6s8gYE2u3SasvHNNsxAUqcSi3EHq93iBQXNzVwyYnITYlFGe2XUBtRRNCo4V37NrquG5tbIdOq4NPQO/3cHhmCi7sv4Liq+WIHhpu9nmSMyKx+dvjaGlqNwruMHVTr3p/J7Z/c5STGIcmBCHnSC7UXWqDaHBxVkenhCE6JYzRVe3qIkFLQ6vRf6v+Rip1wqInJiEoXIF9m86jurzBMCcWiUSYNDoOkaEKfL/5LP7z9UGb2tNZD08CAHz7px/xp+UfWRRiqYszAsIUjNe99q49icObzmPGkjEQiUW3K+jSOqga2+DR3YO6glpIQ33gI/dE1aFcSJ0l6HaSQK3TQ+riDPfkELiLRWht68aRI/k4sjMbHq7OiE4JxQNZI7HpVgvObDqL/ElxiBkbgobrFwGRFtpuEeqrWiBnyKCXSCTw8fFBU1MTDh48iMWLF5PWdD9AKmEHwnU+DBhXxAuenIw9e/cwVglCm7SAvndMA5ZzpOkwuat9w5Q4fvAa5j4+GY//ajbrx/KBqzvakuPaS+aGIxtO4ZWPV8A/VGF2Z9gUppY0E3wq46riWnzyy2+w4q/LEJUSxvqY1qpjequ64FIx6svq8Oz7j2LkjKGC/HwIubNqaU4sRHuaT0XMhKVsaaqC3vzVYRRdq0T6uDgc+uEoJE5OUEYHoAdAp06HHokEejcnqMViaMUiiACIdHo49+iga+2EtrEN7bcakHDPcLT5auHaVQV9lwi6Li00ai28fD3Qqak3qoQNz+/ninj69OlISLDfb0LohbSjBwhc58MATYhHRMIlrJv1BUpokxbQ945prjnSdKh29cUDV7B93VnoPVxx7+KRGD93uN2nFm1ZUTKtkq+dL0R1YTWmLB2PxIxoxKaGo/BiEY5uOoPXVj7PuI7F1pJmgosY63Q6/G35B5i8eCwmLRrD6WuwNDvW6/U4ue0CVv5+DZRRgZArve0OAAGED46wNCcWoj1trxBby5ZuqFHho99vQNbSMVAoPLDqLxsx/aGJSBgZa9birq5oQk1jKzp1enTqdOgCoNHp0J1fAX2PDnEzfOHuqUc3nIAeHdCpBfR6dOubcPjofjMRBoDGxkaEhITgnnvuGTDdjsGOQ9rRGo0GGo3G7id3NxEXqcTEUTHYc/gqQgO9EWohVzlmaCgWvTgdW746iOSwAHR3dTO+n3+QN9LHROHQ3itISAmGp5f9cYKKYBkWvjgTGz7Yhf1rT2DK/dazne0l2k+OgqpaTIw3b9UyIRIDSWNjkTQ2Fs3t3ci7WoFz54tQcLEAcj9vDJuQiJSJifANkPN+Ljqd1vC/+fyMB8f4ITjGD5MXZmDfD8dxfMt5+AbKcGbfZRzZcg5OzmJUltRh21f7MeOhiXA3iX5MGh6GbWtOobFOBS+5ZWFIz0xCemYSzh/IxeYvD2LNx3uwa/VxZC0fjxlLxxjEODQhCOU3Kzl/HbGxfoiN9UNzcweyc8pwKbsE5y8UIjjYB+nDIxE9PByhiUGY9/R0NNa2IPtIHk7vyUbc8AiMnD4UEYnBvF+4qecm1OuJp8wVj/xqJnatPYON/zuCyrJ6TJ47zPA9GZseibAgGdZtu4APVx7AotnDkRATwPnxpy0dCz30WP3Pn/CXRz/Gb79+BlIX7kKsDJFj/Pw0nNh5CXFpYQgIVxq93dvXHaljY3ByTw6e/eNCjJmfjiM/nkL0sDDEpoYBMO5qqNUaNNe1oqm2BU21LaiqaMT1IDnyj12Fm4sOWq0I+h4t9Ho99M4iiNQ61FY2Aej9o0Sn0xk9nouLC+rq6tDe3m4wbRHsg+vPNq9KePXq1XB3529wIBAIBILj0Wg0KCoqglgshkRinD9w48YNHD16FA888AC8vIxnxFqtFjqdDtHR0STSUiA6OjqwfPlyYSvhqVOnkna0jTS3dOKT744gItQXy+8ZafXg+b59+5C7qwaxKeFY8MQUxmSt7HPF2LHpAh55ZgrCIpUMj8QfvV6PHV8dQu6Zm3jod/cihEe1wJfCmgZ8su80fjVnAkJ8Zbw+9shP53H51E34JYWhvrYFT/9iJgA9bp4vQs6RfJTklcPJWYKkUXEYOikJEUkhFr/n2WdvorL+JoKVcUgbFWfT1/P9P36Cu6crFr6UZfTvV09cw6YPd2PaQxNRW9GM4rwKwyw5OjkUpSX18JB5YMVvbNvDpSrjyrIGyH09kDEhAcXZRXjxg8fhE8Dv+2qKStWJS9mlWP3ZPrj5emJoRjTSh0ciJTkEzs4SlF6rxPn9V3DjUilc3aRInZSIEdNSIFOaG4HoUD/jM2bMcMiLfvG1amz57jhcXJ2x6MlJ8A++3YHS6/U4daEI+45dQ5C/DEvmZ0DOY+Vv/9qTWP3PnxCZEsa7Iq4pq8c3f9+KcXNSMXFBhtnbt393HMXXKvHsH3ujR1e+uRbDJg/B7MemcHr8huoG5F64Dk9vN/gH+aO1rQvVdS3oUGvQIertrMl93aDwMTY0dnZ2Qq/XIysri1TCAtHQ0MDp/XiJsLOzM/kryUb8FM5YPG8EvtlwCmeyy6zOhwHgniczsfHj/YD+CGOy1oixcbh4phi7frokmEkLAOY/NQ0NVSqsf3+nQx3TMYF+EEskKKpXITKA3x8RikAfqOrasPzXafj833tx5uhNZM4ehrTJKUibnGLsrj6UZzUMRCyWGP63rT/jzTUtCIkKNPv45LGJ2PHlIei6tVjyUpbZLLn8yi1U32qCprkDKWNieWdcj81Kw9isNMPMePf6s1C3d2Hzp/vx1F+W8A79oKNUOmPG9KEo3HMJOg93uLu7Yuu2bOzec9UwO172q/lGrupTO3I4Z1U76jUlfmgYnnx9HtZ+ehD/e2+P2Zx48thERIX74/vNZ/Hxt0d5uadnPzwZIojw7Z9+xN8f+YzXjDg0JgjjZg/H8a0XkZQRY3bycNK8dOScKsTlU4UYMz0FMx+ajO1f7EfC8GgkjLDunQgIDUBAgD+qa6qhq2pCS4caLi5OcBbr4eveewiiracTfiY/E93d3QgJCYGHhweZCQsE159rYV61CZwYEheESaPjsPPgVZRVNFp9//jUCCx5eRauXSjGxk/3Q9ujNXq7SCTCvEUjUFulwrkTNwV7nk7OTlj263lwkjph9b+2Qd3lGB+As5MEUf6+uFldz/tjFT9XeCKtDhOmJuHYwXw01Lca3i5TemHy/WPw8scr8OTflyEmLRKndlzABy98jZVvrsXFA1fR3akW7GvR6XRQ1bcympWkLs4YOj4B2YdzodfrIZGIEZEYjOkPjMGzf38Ab3z1FILig9DVrcGpXTn48u0f8c5zK7Hxk324fOI62ls7OT2H0bOG4f2tv8av3nsQrq7O2L3+LF6Y9nfs+Pao2QyQL3I/Gdz1Wjz68AT85tU5GD8uDvnXKvHxJ/vwyWcHcLO0AVMWj8Grn6zA/CemoqlGhW//uhn//c1qnN9/1WE/Q5bwUXrhidfnIjE1HBu+PIJ9my4YfR/CQ3zxiycyERWmwP82nML2A1fQo+X2fcp6eBIe/cP9KLpcij8t/wjqLu4/S5PvzYAy2AebPz9o9jutCJAhdUwsju/MgUbdg5GzUhGfEY3NH+1Ga1O71ccWiURIHT0cGq0O9ZWNCPKXQScBPN1c4PqzKLRpO6DV3/68Wm3v/52UlEQEuB8gItzHZE1JRkigHD/8dBYdHESA2iNmE+KQcAUyxsTgwK4raG3h9mLNBQ+ZO5a/tgCNNc3Y+NFucLAO2ERcoBIF1Q28H9/3ZxFurFFh4vQh8PJ2xc5NF8weRyQSITwxBPc8NxO/+fo53P+LuZA4SbDlkz14Z8Un2PThLhRdKbP76zPdETZleGYKmutaUHy13OxtfsE+yJgyBD6hfnjtsxVY8dZ9yJiajLpbjdj4yX68+9z/8OXbP+LwpnO4VVhj9bmOnjUMi5/JxLC0MLh7uWLV+zvtFmOZwguqut4/cuRyd0yflozfvDoHDy8fDw8PF/y05QL+8a/t2LX3CoKTQ/H8O8vx6Jv3QREow7avD+H951diz/fH0VzXYtPntxVqn3jmohE4sfcKfvhoPzrabhse3d2kePT+MZg3bShOnCvEZ6uOoknVwemxbRViiZME9z2TifrKJhzdcsHs7ZPmD0dbSycuHL0GkUiE+17MglgswuaPdln9b5+dW44dx8ohcXGDixRQd3ajW62Fn9z4NrFKowLQ25pXqVSQy+WIiopiekiCgyEi3Mc4ScR48L5R6Oruwfrt5qLBhDUhnj43FWKJCPu2Zwv6XAMjlFj88mxcO1+EA2tPCfrYFHGBCnSo1bjVqOL1cR7ebnBxlaKxRmU4d3gzvwrXcytYP4YKA3n0j4vxq8+fxqRFY1B+vRLf/GE9tnywEwDQSosf5ENTbe/zl7Gs7YQlBMM3UI7sQ7mMb0/OiERZYQ3aWzqNquRff/wY7nlqKmRKL15VcmhCEKDtwT/Wv4xfvrvcbjH2VnqhpbHV6OdVIhEjKSmYsTr+9PODaOjqwaKXs/DLDx9FxrRkXDyYi3+//C1Wv7cdJfns/52ERiQSYfzMFDz88kxUljbgy39sQ82tRqO3Txodh+cenoSWti785+uDyL9ZxemxbRXioEg/TJifjmNbL6KqpM7obabVsIfMHfe9PBsF2SU4td1ctAFAo9Fi465LWL3lHJITQrHiyWVwdXFFXU0d3F2d4OEqRXJyEp588kkE+QRApVFB3aNGU1MT3N3dkZmZSYI6+gkiwv2Aj8wdD8zPQN7NKhw/V8jpYywJMZWklX2uBKVFdRYehT8JI6Ix48HxOLb5LHKO5gv62AAQqfQx3Bfmg0gkgm+ANxqqe8UvMSUEcUlB2Ln5AtTqHqsfb9quDorpNaps/WinTe1qqsJj250ViUQYnpmC3FPXGR83MTUcEokYeZdKjf6dSu9a8vIsXlVyWEIIdDo9KgpqDG1qe8RYpvCCukuDrnbmtTlL1fGRUwVIyUwxalWvfmcbAODS4fw+a1XHDAnG02/Mg9TVGV/+aweuni82erut7WlbhdhSW5peDQNA3PAojJ2XgX2rjqG6uNbofesaWvHxN4dx8UoZFs9Jx9IFIxAZEYak4aPQ1dIDp+4uNDY2orOzG1qtFlKtM3StOtQ21UIul5PIyn6GiHA/wXc+DFgW4vTR0QgJ98X2jeeg5TjX4sr4+RlImzwEWz7fj3KOFQJX7JkL+wbI0VjTK8IikQhzFmagtaULxw/kcX4Mql09en7vAfTxC8fY1K5urm2Bh7e7xSzr1MlD0KPWIvfnA/F0XN2liEkKRu6FUoaP7MV0lmypSq651QCxRIzy67crTnvE2FvR63ZW1VtuJ1uqjr/65ij0cg88+dclWP7afADAru+O9mmr2tqc2Nb2tC1CbKktbVoNA8D0hyZCGeKLDf/eYfi37NxyfLDyEHq0Orz42BSMTIs0nC683qmDXhcE7S0pAgMCoUevd0EEEfyD/SEZJsG8hfOIAPczRIT7Eb7zYYBdiB1l0qIee/7TmQiODsCad7ah2coLMV9snQsrAmUGEQYAhdKL0aTFh8ih4Yzt6n8/+yUOrjmBhqomxo9rrmuB3N+yi1zu543ooeHIPnSV8e1US7qFgwEHsFwlb/7sIMpu1mDzJ/vMqmRbxFjm1yvCLTy+r2zV8T/f2YG84t4/ul54Z7lZq7roarnDPAiA9Tmxre1pW4TYUlvatBp2ljph8a/moalWhZ1fH7zdfo4PwssrpiLI//Y6Wk5hJaoaW/DYy/OgbRbDo02BJYunITo6GksWT8NDix6CS6gLrrRf4fptIzgIIsL9iC3zYYBdiB1l0gIc65i2dS7sGyiDqrEN6u7bz8WSSYsPfN3VTbUqTjGOaVOTUZJ3i1HM2VrSXGCqkicsyEBXWydO7sxmnCXzEWNPH0+IRCKoGvj/ccNUHV//WdQ2bL0In4QQvPSfR/rUVW1tTgzY1p62RYjZ2tJM1bB/mAJjF47Chq8P4tjubEP72UV6e9tUr9dj97nrSAjzx7Ah4Zh470ic2Z2DdlU3nJ2dew9COLkjVZ6KnOYcdGqFfa0g8IOIcD9jy3wYYBdiR5m0AMc5pm2dC1NrSk21tytzriYtrnB1VzfXtcDH33owRtKYOEjdpMg5bN4y59KS5oqXjwcm3DMSyiA5nvrTIouz5JDYALy35VWLYiyRiOHl44GWBtuMaxRUdfzyizMBAO7uUvy05QLe/2APKjrUuPeXc/rUVW1tTmxLe5qvEFtqS5tWw9m55ThcUgevUAVkNSokRviZrRVRVXDWyN4M9HELMuAhc8ehtdlG75fh0xsWcqGJ2exF6BuICA8AbJkPA8xC7EiTFuAYx7Stc2H6mhIdviYtrrC5q//39jpc3H8FpSwVrulj0HeGTeHbkrZEWGIwAKCyoIrTLPlWYQ0efX0+nvvz/YxiLFN6QSWQGFLBMsuXjjWaHf/30/3YffwGYqck44X3HuyTVrW1ObEt7Wm+QszWlqaq4aM7srF+2wWs3nIOKQnB+NuXz8DDTWq2tkSvgqODetMNpS7OmPXwRNy4ZPxHqZvEjVTDAwAiwgME+ny4k8fiP5MQO9KkBTjGMW3LXJi+pkTHVpMWH+jt6qWv3QM3LzcUXC7hFAZiaWfYnpa0Ke5eblAG+6L8WqXRv1tzXB/68SwS0yIxfeFIODlLDGJcWd5k1ZhlC2yz409XHkWnlzuWv73Q4a1qa3NigH97mq8Qs7WlkyfG42J1Iw4dyTO0n339vBnXlkyrYIqU8QkIjelNpdPT/sAg1XD/Q0R4gECfD2/anc3rY02FWKfVOcykRSG0Y9qWubDpmhIdIUxaXJ+Dh8wdgZF+ePnDFZzCQCztDAvZkqY+V/n1Sta3W3Jc11U0wdfPG+FR/uhoV+PSmWLsWHtGkAQutufC5Kz+/OvDOFtQg1FLxmL56wsc1qrmMifm257mI8RMbens3HJ8t/U8fP1lCOzWIW3I7RhQ07UlpiqY/rVNW54GAMg5ervlTqrh/oeI8ACCmg9fL6zh/bGmQhwYLHeYSQsQ3jFt61yYvqZkilAmLWtQIuAX6ssaBkJ3V1vbGRayJR2aEITqklrOu6tMVfLM5eMwdnoyfH3c0NnejS/+8hMeHfU2vn9vhyHyUGgYq+OtF7F2ezbc44Ox7Pf3OqxVbW1OzLc9zUeIqbb0kS0X8L/vjxncz2/9Zh70nRrDbJiCvrZ04VoZYxVseOzoXmE+tumq0b43qYb7FyLCA4whcUEY93NQ+y0r80VTTIV46qwUh5m0AGEd07bOhU3XlOgIbdJig2lHmMldfXL7bXe1SCyGulPDuDMsZEuaHtrBF9Mq+bm/LkFsjBLjpidD3aXBuv/uxwPJv8VfVnyO7GPXOGdc830OTNXxd+tOo6C1G1OezETWo5MEb1VbmxMD/NrTfIR4yKQElDmJsHfvZSzMSsPSBSMQFKowc0oDtLWlGhW+/b/tjFWwKequHhz58bTh/yfVcP9CRHgAMn1CIgBg/fYLnPeHKehCvOu7Y5g2e5jDTFqAsI5pW+bCTGtKdBxl0qJjaUeY7q5+beVtd/WBH46hqrgG697batauFrIlHRChhNTV2Si0w1YCI/3grfDEo7+dj9U5/8DTby6AzNcD549ex5+f+BK/XvA+Pn9zPeeMa74wVcfbd+Vg77lihExIxJxnpwvaquYyJ+bTnuYixNm55fj42yOISApGpF6EzuJ6Q/vZ1ClN4R+mQPysFFRcKEai1NXq1zVmbiJO78pGQ1Wz4d9INdx/EBEegDj97Bzluz9MQRfi4gtFCAqVO8ykBQjnmLZlLsy0pkSnL0xaXHeEmdzVlQXV+OL1H8zCQIRqSYvFYoTGBVmcC3OFHtghkYgx/4mp+PrkH/HGfx9DWGwA6qpVOLztEjZ9dgBfvLXBpktQXGCqjq9dr8KWA7lo8nTD1CenInVykiCtai5zYj7taTYhNsp+jg/Cb1+Zgxn3jDBySzPtDQO9juhiVxHCUsJwds0pq9eWRs9OgIfMHXtWHTX8G6mG+w8iwgOYhbOH894fpqCE+PrFYjh1dKGmotlhJi1AGMe0LXNhtjUlOo42aXHdEaYjU3ph6ev3IGFkDNKnpZi1q7uaWgG9XqCWdDDKr1XaXZmyBXaMnjUMH+x8Db/5z8MIjlCgtroZFaX1cJI6oaa8waZLUFxhqo73Hb6Gc2WNiJ+bjnGLRgnSqrY2Jwa4t6dNhbiistEs+9lF6sTolmaqhnMKK1Hd1Iqnf7+I07UlJ6kTZj08EdfOFqDoSpnh30k13D8QER7AJMYE2LQ/bPj4n4W4qrAG4vYO7N+R4xCTFoW9jmlb5sJsa0qmOMqkZemOsDWkLs4YOiERt25UYcGzM4za1bu+PojKizex6aPddp9aDEsIQXtLB5qsfI+sYS2wg57AJVd44tzhfFw5XYBhE+Ix/4nJRnvJH/zqewBA7umbglTJTNXxzcIaHMkpA6IDMOL+MZD5ednVquYyJ+banqaEOK+wGi+8uBJqtcYo+xlgdkubVsN0R3RyQqjVa0sUKeMTEBYfhF3fHDZ8DaQa7h+ICA9wbMmXpkMJsa5TjYq8cuzZctEBz7IXIRzTfOfCltaU6DjKpGXtjrA16DvDpu3qCfeNQlVhNb56Y43V7GpLUKEdQsyFuQR2mMZhbvj0AL7682Z4yNzw608ew4q37kPaxF7fw5avDgteJZtWx56erjidU4YitQ6J8zMQMyrG5lY1lzkxl/a0RqNFu9IL8vEJ0FQ2ofnAVSi83cw+H1OIB70aNt0LtnRtyfQ5zn58CmpK63Fh/+0sc1IN9z1EhAc4tuZL00lMj8LyX82GmwjY8/0JFN2odsAz7cVex7Qtc2FLa0p0HGHSsnZH2BpsO8MypRce+MUcxE5IxthFY83a1XxOLbKFdtiCt9IbLY3cWvpM2dQvz/wnrp4pwKR7e1/sX37vQZvuJXOBqTouvdWI7IomeKZHIyEzBfVVzbxb1VzmxAB7e5p+evD5p6fjxednouRyGatZy7QtTa+Gd57KN3NEM11bYiI0Lgipk5JwcO1Jw8oSqYb7HiLCgwBb86XpJKZH4ak/3Ieeji589MZ6VjexENjjmLZlLmxpTYmOI0xa1u4Ic3lObDvDru5SxA4JQW1du5m7mu+pRWuhHVyRKbygquM3V2cS41cXvA8AcPd2teleMl9Mq2NvmRtyyxrQJPdA+JRkOHu78W5Vc5kTm7an//yfHXjv8/1GpwdnPzLZomuaqS09af5wVFY1ofBiidleMP3a0u5vDlv8GmY8OAHqbo3RyhKphvsWIsKDBFvzpekkZURjxe8WoLqkDh/+bp3ZIXEhsdUxbctc2NqaEh2hTVpc7ghbw9KdYbpLmi27msupRb6hHWx4K73Q0thqkxgaibFn7yrNqwveNyRw8bmXbGuVbF4dx6OupROlGi3kI2PhmxiMcweucm5Vc5kTi0QijE2PRkyEElevVaKmvgWzJiUZnR60tr5k2pb29feG2tcF4oo2hCnMTYH+YQpkPTYF53Zn4/p59j/cvRVemHjvSKOVJVIN9y1EhAcR9s6HAWDinDRkLhmDS8dvYPW/dzlUiG11TPOdC1tbUzJFSJMWlzvC1rB0Z5gtuMNaGIhpu9qe0A6jz6vwgrpLY5S4xJfRs4bhb2tfAgC4e7KfUDRL73r7PozIFK5KNq2Off28UNbaDU2EPxTDo1Be1sCpVW1tTky1n4vLG/DLp6Zh8pg4fP/TWTP3tDUhprelL16/BX24N3ykUrO9YYqRs1IRnxGNzR/ttri2RF1Zoq8skWq47yAiPIgQYj4MAA++MB3haZE4seey0RlER2CLY5rvXJjLmhIdIU1aXHeErcF2Z9hacAdbGIhpu9o/XCFIaIe3ondXWKhDDn9b+xKne8YSiRgRCcGYtkT4Ktm0Op44MQEdAFTe7nBNCUenkxhbvjposVXNNifOzi3HBysPGdrPE0fF4rHFY1nd05aEmGpL11U24vuvDiA5KQxjpwwx2xumP6f7XsyyurZEXVmiryyRarjvICI8yBBiPuzu4YL7V0yGe5ACF49ed6gQ2+KY5jsX5rqmREcok5YtO8JMWLozzDW4w1K7+oPnv0aPWmuxNckFemCHUDDNjNnEmMJRVbJRdfzgeARHKNHs7Ax9bBBEIb44vveyxVY1NSeWSJ3w5lsb8Pm3R5AcH4SXV0w1tJ+tuactCXFQpB/CR0Wh/GwxRgT5saZoUXjI3A1rSxf2Xmf9uplWlkg13DcQER6ECDEfTh8djYT0SHiGKZB/vtihQszXMc13Lsx1Tcn0Y+w1admzI2yKpTvDtmRJM7WrG2uacWjNCXz9+zW83NV02AI7hMAWMQYcUyWbVsdTpg4BvNzQE6oEIv1x7WYN/veXTYyt6h4R0BXoAY2rEyR1HVD0iODsZP5Sayncg02I9Xo9qmVO8Av2wflNFyFXeDKmaNGh1pYOrcth/XqZVpZINdw3EBEepNg7HxaJRJi3aAQ0ECN5UpLRPWJHwNcxzXcuzHVNiQ7dpGVLiIm9O8KmsN0ZtidLmt6ufubdh+EXpoSmu4e3u5rCWmCHENgqxhRCV8n06viRhycgekgItP4ydIf5oUbdg/VfHDC0qo+fuI4PVh6CXg/8/Y+LsGzZOJzcd5VxnxiwHO7BJMQ5hZWoVrXh8VfnGtzS1qphoHdtSRHU+3Pao2EWa6aVJVINOx4iwoMUIebDIeEKZIyJwfWCOsx7YorDhZiPY5rvXJjrmpIplEnrvA2RnvbuCJti6c6wEFnS0UPD4a3wxNj56bzd1XS4BHYIgb1iDAhbJZtWxzNnp8IjVAFE+qPR0xWrtp7Hu/+3HerKJswfHYcgfxmnfWJL7WlTId5xIhcJYf4YNTLO4JZWd6qtVsPOUifc88I4AMCh1dmsX6PpyhKphh0PEeFBjBDz4elzUyGWiFBS3mR0BtFRQszVMc13LsxnTYkOZdKqLOff1rd3R9gUSzvDQpw3pId28HVX0+ET2CEEQogxhVBVMr06vnfhSKikYrS6OcPXxxuapg6s/PtPhlZ1WLSf1X1igL09TQnx9YtFuPDhfmQOjQJg7JYeP3uY1WpYEdw7k75w8CarN4BpZYlUw46FiPAgx975sLuHC2bOS0P2uRK4yT37RIi5OKb5zoX5rinRSUwJQXCYLwCgp4e7SUuIHWFT2HaGhTpvaBrawdVdTRcjWwI7hEBIMQaEqZKvXKvAzmN5iIsNxDtvLcKDy8bBPykM6mAFbjR34LtP9+Gd577G2d05uH/FRIv7xAB7e3rWQxMRMm8YtDUtWPXqaqi71EYhHrmnC6xWwxSxqSEW15ZMV5ZINexYiAjfAdg7H04fHY2QcF9s33gOcakRDhdiro5pPnNhvmtKps9nxPg4AEBedrmV976NEDvCpljaGRaiJW0ptINrGIg9gR1CILQYU/CpkkuuV2LjzouG04Mvr5iKhNhATJ+WjNd+PQfPPDsNGZOT4BobhEonJ2zZcgHv/nIVuptakDoyEif2MOdOA8zt6S1HrgBJAbj/9QVGM2J6iEfi8HCr1TAAzHlylMW1JaaVJVINOw4iwncA9s6HKZNWbZUK507cNLpH7Cgh5uKY5jMXtmVNiY7Xz+H5udnlnJO0hNoRNoVtZ1iIljTX0A5L7erjm8+i7lYjVA44C8kHR4kxYLlKPrT9En775jqsWXUMgVpgiMILPbQxCH12/MbvFmDh0rEITY9Cu68XjlwqxeGdlyDu0eDKmUJ89tctjHNi4HZ7OjLUFyu3n4W4B1j2fJaZWYtqSx/68RyGjoy2Wg27e7tavbZkurJEqmHHQUT4DsHe+TBl0jqw6wpaWzr7RIitOab5zIVtWVNiws3dmXOSllA7wqaw7QwL0ZIOiFDyCu1gale7ebqipqQW7z7B313tCBwpxhRUlRw/bQh6EgMQnxGFpTNS4d6pwaZPD7DOkqnZ8euvzcOLr2RhfFYqJOFKlHZrUN/ajuxTN/HXF77D6f3mZjygtz2dlh4BmY8belRqfLbqKEYvGGEkxNoeraEtLXWWcKqGrV1bYlpZItWwYyAifAdh73yYMmnt254NAH0ixJYc03znwrasKZkyYlwspyQtIXeETbG0M2xvS1osFiM0LsimYw70dnX0sAikjE+yyV3tKBwpxhqNFht3XcLqLeeQkhCM3/9qHu5fMYXzLNlQHT8yEX/44yIse3wyIkfGQBqlRGVHF95560f88cmvUHDZ+A8avV6PPeeuY+zQKPzmiemG9nTEmDgjIVYEyjBhfjouHclHVHwgp9mwtWtLpitLpBp2DESE7zDsmQ/TTVqlRb23S/tCiC05pvnMhW1dU6ITEqHklKQl9I6wKWw7w8K0pINRfq3S5urV08cTzi7OiE2LsMld7WiEFmP66cHFc9KxdMEIuEidDG/n67iWydwwfVoyfv/7e/Dq6/Mxd9lYeEUpcb6oFr97eRX+/sL/DAEg9HvBpu7pnmAfPPzmIoMQj80aCmWwDxoqG9Ha3GG1GuZybcl0ZYlUw8JDRPgOw975MN2kpf05vacvhJjNMc1nLmzrmhIdrklaQu8Im8K2MyxESzosIQTtLR1osvEPFnpghy3u6r5CCDE2zX4emRYJkUjE+v58HNe5p28iPNQHK1ZMxgefPI5lj02EWO6OM4X1eP//duF3Kz7DZ6sOIcJXZrgXbOqeLoIei3/Ta9b66yOfYN7jE9HW1AFPD6lZNVxQUIJvvvkGDy5/AfPnz0dRUZHVa0umK0ukGhYeIsJ3IPbMh01NWhSOFmI2xzSfubA9a0pGj8Ph3KHQO8KmWNoZtrclHZYYDAB2HXNgCuyw59SiI7FFjOntZ9PsZz5wrZKzD+Zi8vh4fPz54xg1LBwuHq4o79GjMKcK2esv4rM/bzJkVZu6p3PauzDzmRkoulyKz3+7BmOyhkFV14L6qmZDNazRaPDOO5+gvb0dyx9ciF/+8pfw9/cHYP3akunKEqmGhYWI8B2KPfNhU5MWhaOFmMkxzWcubM+akinWzh06YkfYFLadYXtb0vTQDluxFthhLQwk5wj305ZCwVWMrbWfbYVLlbzyDxsRH+aD9Fh/dHuKEBqhgH+EP47mlOEPv1uHt59diVO7c6Du0hi1p/M1GqQtHouinFIcXn8SgeEK9HR04cj2i8jNzcO3336Ly5dvIDw8HE1NGrS0tKCiogJqtdrqtSXTlSVSDQsLEeE7GHvmw6YmLQpHCzGTY5rrXNjeNSU61s4dOmJH2BS2nWFhWtLBNpmzKLgGdrC1q3d8tR8AsO2zfX3errYkxhevlPFqP9sDW5XcWN2MmxW1aOvpRtflCni3deOxRychfXISylu78O+P9uIXD3+CdZ/uh7qty9Cebpa5IWz6UBTllKLkahlcvAEVSrFrx24UFxdDBMDFxQUiABUVFdi/fz82bNiAqqoqo2tLTGtLpitLpBoWDiLCdzD2zIeZTFoUjhZiU8c017mwUGtKFJbOHTpqR9gUtp1he1vSlkI7uGBLYAe9Xf3ifx4HANy6Wd1v7Wq6GLt6uuLL93fij099BUlDG158bLJN7WdboVfJz/xtCfwz4zF+ZDwmj09EQXYpvv/TJrRcLsP0kVGYkjkEIrk7Nu7MwUsrvsC7v1uLAKkznn1oIuRDw+AzLgE1NdWAohViZx327zmIXbt2QSwW4/Dhw/jkky+wd+9eyGQyNDc3Y/fu3aiqqrK4tmS6skSqYeEgInyHY898mMmkReFoIaY7pluu1XCeCwuxpkRhyaTlqB1hU9h2hu1tSXMN7WBDpvCCuktjuLbDF2+FJwDg2fce6nd3dfSIKIQvGI7gKQkIkLnj+s7L+NXsdwTdM+ZDTmEl6ts78dj94/HsXxfj3zt+jZSJiWho7EBpbgVqLpZA2aFGapQSCn8ZLuRX4q03N+A/b25Aiq830mcPQ8hUP2jRg+4WLUL8IzB0SCoAIDk5GbNnz8CYMWMgkUjg4+ODjo4OHDx4EGq12uLakunKEqmGhYGI8F2ArfNhNpMWhaOFmHJM7/jyIBROUk5zYSHWlIwej8Gk5cgdYVPYdobtbUnzDe0wxVvhBQBQsUSOcqW/3dV09/Nbby7El3t+69DQD2vo9XrsPncdCWH+Bke0IkCGX7yzFJPuHQG1xBkZWWlY8ORUxMUGIkAsQrS7FD5SJ1TWtWLl/47iwp5TcPEQQS9xQY9aA5mHHC5iDwBAYGAghgxJRGRkJIDe7z9VERcXF1tdW6KvLJFqWBiICN8l2DofZjNpUThSiOmO6crjhcgrrbb6YizEmpIppiYtR+8Im8K2M2xPS9qe0A4AkPn1inCLgNGVfemutuR+7osELjboe8F0pFInLHpiEmYuGoGLJ24i7/ItzFsxBa99tgLP/nERliwbi8nDwhDuKYWrRze6OjRQa/SApyt0Oh06W7uhYfmdkEgkAID8/Hzo9XqLa0umK0ukGrYfIsJ3CfbMh9lMWhSOFGLKMa0UO6Mg/xaKqyy3pIVaU6JjatJy9I6wKWw7w/a3pG0P7fD08YRIJIKqwTH50facWrQGV/dzX4sxUxVMRyQSmd0nrq9qNsySn//HUrz96WOIjveB3NMdUrEI0AM6NxfoAHRZ+H65ubmhvr4eanXv+1haW6KvLJFq2H6ICN9F2DoftmTSonCkEHvI3PH0rxZA263Bdyv3WRQNIdeU6NBNWvU/V2N90Y4G2HeG7W1J2xPaQQ/scCRCt6v5hm8AfSfGbFWwKTFDglnvE7t5ucDN0xWB4UqkjopB8rAw+Ph6QOfqZHi11+vNX/ZFIhH0er3hlKeltSXTlSVSDdsHEeG7DFvnw5ZMWhSOFOKw6ACMGh6LvLIas4xpOkKuKdGhm7ROH8x3+I6wKWw7w/a0pO0N7WAK7HAk9rSrhQjfcKQYW6uCTfFReuGJ1+ea3Sd2cnKCSCSCTqdDS0cXqlraoXGTwFnhColLb7VfX18Mnc74d5MKAXFyut0RsLS2RF9ZchG5kGrYDogI34XYMh+2ZtKicKQQjxkeB/dYJY5uPmOWMU1/nkKuKdGhTFpXzxfB1ctV8Me3BNvOsD0taXtDO6wFdjgSPu1qocM3HCHGXKtgOvQ58Ym9vfeJNd06iF3cUVHTiPJaFZwkYrh5SuHi7gw3l95znVq0obb2mpEQd3Z2QqlUQiqVGn0OtrUl05UlUg3bDhHhuxBb58PWTFoUjhLiuEAFPPw8ETEuzixjmo6Qa0qmTJw+BCKtFlXVLX2eh8y0M2xoSZ8vsekx7Qnt4BrY4Uistas//POP+Pu/d6BHqxU8fEMoMeZbBdOh5sQPvTQDOUVVeOqt75FT2QWxWISIABl85O5o12rg5+kJ8c9ft6drhJEQa7W9v59JSUmM3xu2tSX6ypKoS0yqYRshInyXYut82JpJi8IRQkzlSIdPjTfLmKYj9JoSHanUCf5+XlC1dls9dyg0bDvDyRmRKCuqtaklbU9ohy2BHY6E3q5+6b9PQDo0HMfyK9CUdwu4WIz8A1cdEgZirxjbUgVT6PV6ZBdU4MfL19ER6QF3qRNcyvVQesvR3dmBWyoVvKVSeNMqXC9vP3i6RUKLNtTUXENzczPkcjmioqIYP4eltSX6yhKphm2DiPBdjC3zYS4mLQqhhZjKkS6qbzLLmKbjiDUlCp1OB5FOh4j4QKvnDoWGbWfYnpa0PaEd9gZ2OIq6hlas2nYBLU4S/Ob1BfjT35YifniUw8NAbBFjW6tgSnz/tfYQ/rfnHGQervj10qn49G8PY1RaLKrytKhr64KouxtBnp6IiIjAq6++ahBamSwA7i7h6FZr0NVVg0mTJpi1oumwrS3RV5Y6artJNWwDRITvcmyZD3MxaVEILcRUjrS7t5tZxjSFI9aUKKgd4Wn3pFs9d+gImHaG7WlJ2xPaIVRgh5CYup9HpUUhIim0T8NA+Igx3yqYSXxfWTgRzy0Yh+gghWFOHDM9GRe6JXDqcUJ7SysaGxvR2dkJrVaLzs5ONDY2Qq93gY8sEMqwPFy89AE0Gst/TLGtLdFXlkg1zB8iwnc5tsyHuZq0KIQUYnqOtGnGNIWj1pSA23eEI+ICrZ47dARsO8O2tqTtCe1wRGCHrXBxP/f1qUVrYsynCrYmvnTaNRrkuLRi1PBkSBsC0FXjAV+5Enq93vB5Q0JCMH36dKx44gUMj1uBTlE+du76nUUhZltboq8sVeXVkWqYJ0SECTbNh7matCiEEmLT+8L0jGnKMe2oNSXA+I6wtXOHjoBtZ9i+lrRtoR2ODuzgii3uZ0eGgZjCJsaffbADlQ0qi1UwH/GlWHflCjQ6HV6ZMRHPvnEPPFx8UXC6G+nJExAdHY1ly5bhnnvuQUJCAqRSKVLT5yIp5EVOQsy2tkRfWRouGw6AVMNcISJMAGDbfJirSYtCCCFmui9MZUxTjmlHrinR7whbO3foKJh2hu1pSdsa2tFXgR2WsCV8g05fZlfTxdjN0xXbvzuBig2Xkb8316xNbYv4AkB2VRVOl5dj6dChkLu5GfaJk1IjsP2HM3B2doazs7PZ94iPEDOtLdFXlvIOFZJqmAdEhAkG+M6H+Zi0KIQQYtP7wvSMacox7ag1JdM7wpbOHToKtp1hW1vS9oR29HVgB4UQ4Rum9FW7evSsYXjk38vgPzMeAV5uRm1qrVZrk/gCQJtajVXZ2RgWEICxYWG3v66f58SZC9IBAOs/P4yONnOR5SPETGtL9JWlZGkKAFINc4GIMMGALfNhPiYtCnuFmOm+MJUxTTmmZQpPh82E6XGVls4dOhKmnWFbW9L2hHb0R2CH0OEbTDiyXU3NgkeOS8An218zVMYr/28nFmX+Be99sB1e7i6cxZeCakM/nJZmVumKRCKMyUwCAFSXN+LLf2xDzS3zjhdXIWZbW6JWls5uziHVMEeICBOM4Dsf5mvSorBHiE3nwhQeMneDYzr35HWHrCkx3RFmOnfoaJh2hu1rSdsW2tHXgR32tp/54oh2Nd0Rrdfr4RKjgP/ydHjPToCrmzO6jhbj6n8OMbap2TBtQ1visVezGHOnKbgKMdPaEn1lKao7FgCphq1BRJhgBt/5MF+TFoWtQsw0F6agHNPVJXWor2gSdE3J0h3hvjZpse0M29qStjW0o68COxzRfuaLEO1qqgqOD/VDS3uXUdv5rVcWYO3u3+M37/AL/WBrQ7MhV3gy5k7T4SrETGtL1MrSkR/OkmqYA0SECYzwnQ/zNWlR2CrEpnNhOgkjojHzofForG7GmT05vJ6PJSzdEe4PkxbTzrCtLWlbQzv6IrCjL9rPfLG1XZ1dUIFr5bWoqFexznz5hn5YakOzwZQ7bTon5iLETGtL9JUlRaU/AFINW4KIMIERvvNhW0xaFLYIMdNcmE7mkrHwDZDhwLpTrBnTfLF2R7ivTVpMO8O2tqRtDe1wdGBHX7ef+cK1Xa3T6XCpoAL/WHMQTW2dCPOTW535chFjPm1opuduep/YdE7MRYiZ1paolaWD357GMNkwUg1bgIgwgRW+82FbTFoUfIWYbS5MIRaLkTw2Dm5ebqwZ03yh7wgz0dcmLbadYVta0raGdjgqsGMgtJ/5wtSuLrtWgf/763osf+6/+MsXO9HZpcar90/iZbhiE+ONKw/hu0uXOLeh2bB0nxjgJsSma0v0lSXxpd6LY6QaZoaIMMEifObDtpq0KPgIsaW5MIUyyAfRQ8NZM6b5Qt8RZqOvTVpMO8O2t6T5h3Y4IrBjILaf+eKt8IQsLQxdE6OhTg9FQIAcPfVtcC9XoWD9OZvc1aZi/L/P9iL/4zMIzOuweybPdp+YgosQm64tUStLx9dewBC3ZFINs0BEmGAVPvNhukmrrbWL9+fiI8SW5sJA7zWltuYO1oxpvpjuCLPRlyYtpp1hW1vStoR2CB3YMdDbz9ZgCtn47SMz8PgjmYgYHonHl0yy2109etYwPPz5g/B8IB7Bzm7Y+ME+u+8ZA9bnxNaEmGltiVpZaj/Y+wcwqYbNISJMsArf+TBl0tq77ZJNn4+rEFubC1PXlHwDZYwZ03wx3RFmo69NWkw7w7a0pG0N7RAisGMwtp/pWEq4igr0xe5z15EUEYCs+SPtDgOh3NDjxyXiq59et/ueMR1rc2JrQmy6tkStLF3YkYcYxJFqmAEiwgRO8JkPu3u4YMbcVJtMWhRchNjaXJh+TYkpY5ovTDvCrM+/D01aTDvDtrSkbQ3tsDewYzC3n7nESzJdSrInDMTUDW3vPWMmLM2JrQmx6doStbJUu6X3Z4RUw8YQESZwhs98OGNMjM0mLQprQmxtLmx6Tck0Y5oPlnaEmehLkxbTzrDtLWn+oR32BHZcuVYxKNvPXLOdrV1K4hsGYskNLbQYW5oTWxJi07UlZ6kTZj08EQWnShHcFkaqYROICBN4wXU+bK9Ji8KaEFuaC5teU2LKmOaKpR1hNvrSpMW0M2xLS9qW0A5bAjs0mt7/jht2XBxU7We+hxX43Au2Fgay84ej+OrUWatuaDYx3rP6JO+v19Kc2JIQm64tUStL5WvqodfrSTVMg4gwgRd85sP2mrQoLAmxpbkw0zUl04xpro5pazvCbPSVSYtpZ9iWlrQtoR18AzvqGlrxxerjAIB7Z6YOivazLVeN+NwLNoWpXf3d+YvIO1cA8c5iXDqYa9VdbSrGaz/eCwDYs/okr8rY0pzYkhDT15ZqSuow+/EpqC9shqxCQaphGkSECbzhMx+216RFwSbE1ubCTNeU6BnTXB3T1naE2egrkxbTzrAtLWlbQjv4BHZQ7mdqRJE+NHxAt59tPSkI8KuC2aDa1RH3DoXHxHCsGD8anhJnXu5qSoxf+MtiAMDaj/fa1KZmmxNbEmL62lJAhB9SJyWhfE0DdD06Ug3/DBFhgk1wnQ8LYdKiYBJia3NhRaCM8ZoSlTHN1THNZUeY9Xn3kUmLaWeYb0valtAOLoEdpu7nZx+ayPnx+wN7xJf6eFurYFMoN3RaUBAenDveZnf1iGnJAIAX/rLY5pkx25yYTYhN15ZmPDgB2jY9nK+5k2r4Z4gIE2yG63xYCJMWBZMQW5oLU2tKTNeU6I7potxys7fT4bojzERfmbSYdoZta0nzC+2wFtjB5H6WDtD2s73iSyFEFUzBlA1tj7t6xLRkuwxcbHNiNiGmry1VFddi4r0jUbVJBXWXhlTDICJMsAOu82GhTFoUpkIcrfRhnQvT15SYoBzTZ3ZZPvTAdUeYjb4yaZnuDNvSkuYb2mEpsGOwhG8IJb7UYwlVBVvLhrbn1KI9bmq2OTGbENPXloZNTISXmxe0FyWkGgYRYYKdcJ0PC2XSoqAL8aVNF+EkFjPOhU3XlEyhHNO+Qb3v197Swfh+fHaE2egLkxbTzjDflrQtoR2mgR2DJXxDSPGlEKoK5nui0Jq7+uiPpxk/zh4xZpoTMwkxfW1p+xf7MfOhCWje3YV2VcddXw0TESbYDdf5sFAmLQpKiG9eLEF3mQrXK2rN3sd0TYkJJ2cnTLpvFADg0MYzZo5pvjvCbPSFSYtpZ5hvS9qW0A56YMdgCN9whPhSjytUFWzLiUIKpnb1md3ZAIDv/7KRsV1tqxgzzYmHps02E2L62lJbUzsiIkPReVKH7Kbsu7oaJiJMEAQu82EhTVoUlBD33FLh8Mk89GiMjU9Ma0pMuLm7AADam9vNHNO27AizPt8+MGmZ7gzb1pLmF9pBBXYM9Pazo8SXQqgq2J4ThXTo7epXPnkCACC20q62RYyZ5sRx8dPNhNiwtvT9MYyYMRSaU2I017bc1dUwEWGCIHCdDwtp0qJITI/CkgcmorGpDV9/vMss0INpTYmN8fNGmDmmqdko3x1hJvrCpMW0M8y3Jc03tMPdxwNX61RY/dPAbD87WnypzyFEFcy3Dc0VqbTX2b/8d/dyclfzFWOmOXGg/1gzIabWlo5vPodhI5LQcVyLS/WX7tpqmIgwQTC4zIeFNmlRTJ2UgvCYAFzMLzML9GBbU2IiNC7QLGPa1h1hNhxt0mLaGebbkuYT2lHX0Ip9V8tR36PDgmkpA6r93BfiSyFUFWxPG5orfNzVfMXYdE4s0Q0xEmKItIa1JREAl2teqKtouGurYSLCBEHhMh8W2qQF9OZID4sPQ9jEGLNAD0trSkyYZkw319m+I8yGo01apjvDfFvSXEM7qPazxNkJMXo9YgPlA6L93JfiS30+IapgodrQXOHjruYjxqZz4tqSQCQGPW8QYp9AT2Q9NgVXjl9DXGIUOk/oca76/F1ZDRMRJggOl/mw0CYtoDdHWiXWYfFLM42E2NqakimmGdOVxTU27wiz4WiTFtPOMJ+WtLXQDlP384uPTYIbLAd29AV9Lb4UQlTBjmpDc8Wau5pqV3MVY9M58ZUTLohRPmMQ4rTMRMRnRKPkahlk5UpUl9bdldUwEWGC4HCZDzvCpEXlSHtG+hrtEcsUngDY15QYvwZaxvTJbZfg5eMhyHOk42iTlunOMP+WNHNoB5P72ddfbjGww9H0l/hSn1uIKrgv2tBc4dKuTpuUaFWMTefEJ7f3IMT9cXSK8rFr9xuY98xUODlJ4ApnaM6KcLL01F1XDRMRJjgELvNhoU1a9Bxp+h7x7h9OQOrizEuEgdsZ0y2NrSjIsZzPawuONmmZ7gzzbUkzhXawuZ8tBXY4kv4UXwohquC+bkNzhUu72i9Yjve2vGpRjOlz4iM/dcNbsxSdonwcOfkXzH9+Oloa2uBVKEd1SR3ON57v56+6byEiTHAY1ubDQpu0THOkKSG+frEEDTUq1FWy5+qy4RfqC/9QX9RXNnHKmOaLI01aTDvDfFrS9NAOLuEbpoEdjmQgiC/1POytgvu7Dc0Va+3q9sZWvPH5E6xiTJ8Tn9mjh75mPjpFebhR9RlGzU5Fd6MGPefFOHLj2F1VDRMRJjgUa/NhoU1apjnSlBC3qzpwaleO2fqSNVob2+Du5YaJ944wckwLiSNNWqY7w3xa0lRoR152KafwDXpgh6MYKOJLIUQVPJDa0Fyx1K7OPZaHB1/Jwot/XWImxk5OYsOc+Pp5dzTnZ6IDeVArdiIkLgDiSy6oKavH6eozhs914MABzJ8/H7W15mE8dwJEhAkOhct8WEiTFtN94cT0KEyYn46q0nqz9SVrNP9s5pq8aJSRY1pIHGnSMt0Z5tuSFgXIsO1cAafwDSqwwxEMNPGlnpO9VfBAbUNzxVK7+tCaoxg/PRnLXpgBN8/bYrzzu2MYO30IHn55JlTVYag8OxZd4jz4pObA09UD3af0OHTtMDq1ndDr9VCr1dBqteju7nboTe7+gogwweFYmw8LadJiuy+cMiYWfiG+yDtXyEuIDTvC/jIjx3Qzh9u5fHCUSYtpZ5hLS5pqP19taoe0oxvPLR9vNXzDW+mFlsZWQV8oB6L4UthbBQ+WNjRX2NrVF/ZcQmiwNzLnp0Hq4mQQ42vnCvDkb+fA3SUNRcdHAvI8+KeVQpLjgtqSevx0bAu2bNmC8vJyzJ8/H7t378aWLVtw/fp1qNXcQmQGA0SECX2CtfmwUCYttvvCigAZPGVumLlsnNkesSXoO8J0x/Tqf20zy5i2B0eatEx3hq21pOnu54VZaQjV6VFXZn4cwxSZwgvqLg262rutvq81BrL4Us/P3ip4MLahucLUrq4tqYXM3QkpqWHQaXX47r2dePOBjxAS7I34+GkoPDoS3kOuwTemFd43vZF/Oh+3Km7ByckJrq6ukEgkqKiowP79+7FhwwZUVQnbkeoviAgT+gxL82EhTVpM94Wpa0o+ft5m94gt0VSrMtoRphzTjTXNZhnT9uIok5bpzrCllrSp+3nmzGFw4RDaAQDeCi8AgMqOLsFAF18Ke6vgwd6G5gpTuzosxh+Bfh4IDvBER2snVr2/CwfXnICPaypKT4+GR5wUzloRunXdUEs0KCwsxEcffQS1Wg1fX1/IZDI0Nzdj9+7dd4QQExEm9BnW5sNCmbSY5sL0a0qm94gtCXFzXYtZXGVghBKLX55tljEtBI4yaZnuDJu2pNncz9ZCO+jI/HpF2JbAjsEivoD9VfCd1obmimm7+t5npyN9dDQC/dzRXNOMo1vOor1biq5WL7h4tkHbrENdSz20OuPfT4lEAh8fH3R0dODgwYODvjVNRJjQp1ibDwth0mKaC5teUzITYi2zEDfXMt8RThgRbZYxLQSOMmmZ7gzTW9LWTg+yhXaY4unjyTuwYzCJL4W9VfCd3IbmCr1d/ZvPn8Kyl2YiepgcEqkObXVatFR7wEnTgx6NBnVN9WYfLxKJDBVxcXFxP3wFwkFEmNDnWJoPC2HSYpsLm15Togvxye3moq/V6qBqYL8jbJoxLRSOMGmZ7gxTLekDB3Otnh5kCu1ggk9gByXo/9l4bNCIL2B/FXy3tKG5QrWrFzw7A6OXJEMZLIfcxxP6HjHU7S7QNQOt6lbodOZ/JEskEgBAfn7+oHZN8zp1otFooNEIZ0YhMEN9j+/k7/W08fEoLa/Hmi1n8NzDk+DmKjW8bVhGOC6eKcCOzWex4oXpkEj4/60Y6++DY/nFUKvVBlHxDfRCRXG10fc1ZmgoFr04Have3YqosZ7QaNSGt6vqWwGxHt5+Hqz/LbIen4jG2mas+7/teOwPiyD7eS5qLzMXpOKL/+zFsf1XMWlGsiCPOWxyEi4dyUXB5RKExAWhQaxFdkkV5s4bjsXzR0AqdWL8OoNi/SF2FqP0Wjm8FJbjO+UBXlDVq1i/X3q9HleLq3Hw4g3EuQMyd2fcN3EsIgN8AQz8n/krRVWobWrBoonJvJ9ru1qN1ZcuIdXPDyMCA/v8ax3Iryvd3d1obGyAt9wL3j4+kLV3o766GW2tbUC3CD1aLXQ6ndmhCBcXF9TV1aG9vR0uLi799OyZ4fp9Fuk5/AnR0tICmUyG1atXw93d3e4nRyAQCAQChUajQVFREcRisaHCpbhx4waOHj2KBx54AF5exn/kan8W5+joaDg7C3flTAg6OjqwfPlyqFQqeHuzH4DhVQlPnToVCsXAbRXdKWg0Guzbtw8zZswYcD9YQnOtsAarfzqL2VOSMTYj2uhtOzdfQN7lW3ju1Sx4ePL7K1fTo8VbG/ZizvBETEqMAgDcKqjBd+9sw5N/WAj/EF+j988+exOV9TdxanUh0icOwYInpiDv9E1s/WI/fvPVM4aD6GzUlDfgu79uQlRyKBa9lCXIrE+t7sEX/9kLpb83Hnh0vCCP+cNXB7D7aB7SJyRh+X2jcGTzRXR3qvHwKzMtfty2T/eitrweT/x9ucX327fqKAouleC5/3sEwO3Kd//Fm6huakV8iBLTMuIQ4us16H7GrxRV4fsDF/HcgtuVO+ePranBl+fP48HUVIwODXXQM7RMf76udHWrUVWjQlW1CpU1KlTWNKOxqQMA4OQkQYBSBpHYFc5SCfRSJ9R1dkAsEiHE2xtyuRwuLi5QKpWQyYz9GZ2dvYEeWVlZA64SbmiwvtYH8BRhZ2fnQfMLcydwN3y/hyaGYvzIJuw6nI/IMD+E08RxxtzhyLtcgYO7rmDh8rG8HtfZ2Rnh/goU1DZh2tB4AIBfsC90PXq01LcjJDLA6P3F4t6/vsfOHYGcg3mA/giUfl5wc3ODh4f17k9odCAWPZ+F1e9uw9GN5zF92Thez5fta8hakIE1K4+h6EYtElNsf/HWaLTYuv8ycqpb4Nqtw+TYYIQGK5CcHoXN3x5HZ5sa3hYuRYXGByPncB70Wj2ktNGBKTKFN1R1LZBIJLhcVIXd566jqrEFiWH+uH9KmmGOSrXqBsvPuF6vx96LBYgN9UdcaID1D6DRplbjhytXMCQgAOMj2RPH+gpHf887u9SorG5GRVXv/9yqbkJDY68L39lJguBAGeKigxASJEdokA/8FF4QiYANm1pwvbgY7VoJfFxdEeztDSexGGJx7zhKTPu/Kbq7uxESEgIPD49+/76awvV7zEuECQRHkDUlGSXlDfjhp7N4ZUUm3N16X+Qpk9bW9eeQMSYWEdF+vB43LlCJQ7mF0Ov1EIlERmtKbITGBSAhJQzrP9yDns5uBEcqOX8+yjG97/vj8AvxQeqkJF7Plwm6SSs6PhBShsxma9Q1tOL7TWdR39SG5feNQi6A3GP5GD0r1cglPSZzCOtjhCWEQKfTo6KgBlEp7Gs13r6eqNb24O/fH0BdazsSw/yxZErqgDZbcYFyRC+Zksr7Y+9kNzQXwU2ICUTIhNuCKxYbfw/0ej1OlpfjTFcXPLRahPv4wIfD2JPaaEhKShrU31ciwoR+h9of/s/XB7F++wU8ev8Ywy9VxpgYXDhdiO0bz+HZX2XxMmnFBSqw41I+bjWqEKaQm60psUG5pt996gtoe7TQ9mghcZJY/BiK8fMzUFfeiC2f74dvkBxhcUGcny8TVJLWx//aieMH8pA5exivj8/OLcePOy9B5uWGFx+bgiB/GaSqDmz8YCcaqpqgCPIxBHdYEuGACCWkP4d2MImwXq9HTmElfrxSgEIPMSIBvLJw4qAXX8A+RzTlhn48PX3Qu6GFEFxTmjs7sSo7G5drajAqNhYuOh1aW1qgd3OzKKx6vR4qlQpyuRxRUVGCfp19DRFhwoCA2h/+ZsMpHD9XiImjYgHcTtL64j97ce7ETYyZxH03k74vHKaQAzBfU2IjMT0KoTEBqK9twcZP92PRc9M5CbFIJML8pzPRUN2MNe9sw9P/WAq5kt2UwQV6klbqyCgolNYd2FT7+cylYgxPDsPC2cMNu79JY+Ig/aJ3Zzhz2XgkZ0Ri87fH0dLUztqSZgvtoMSXajtHKmRIbNXiniHRd4QAA7ZXwYM5lMMRgkuHqn7XXbkCZ7EYL4wejbSgIFSFh2P37t1oamqCTCaDRCJBSkoKUlJSDB+r1WqhUqng7u6OzMxMSKXs45HBABFhwoCBvj8cEeJrmA/Tk7RShkfA08uV0+PR94Uzk2MAAIpAGW4VVFv9WK1WB5EIyFw8GrnninkJMZUx/fkba7H6X9vw5F+WQOpq3wxu4vQhyLlQjJ2bLuChpyZbrBLo7efFc9IxIjXC6P3pO8NTl47j0ZIOxvm9lw07mXTxpdrOEf4++NO687wCOwYy9lTBg6UN7WjBNYVe/Y4JC8MDQ4fC82chDQoKQlZWFg4ePIjm5mYAgNvPVbFer0dnZ++dYblcjszMTAQF2ddpGggQESYMKNjmw9PnpiL3cjn2brvEy6RlOhf2DZRB1dgGdbcGUhd2YWxtbINOq8OwcfFIHhuP9R/u4SXEVMb0V2+tw8aPdmPpr+fZ9UJMJWmtWXkM13MrWE1aTO1nJoZnpuDC/isovlqO6KHhnFrSYQkhOPzjaRw7dwMnCyuMxJcuUFwDOwYDtlbBA7kNXVxWh+ratj4RXDps1a8pQUFBWLx4MYqLi5Gfn4/6+nrD729ISAiSkpIQFRU16CtgCiLChAEF23zYVpOW6VxY8fMhh6baFgSEsVc21B1hmZ83/EMVWPLyLN5CTGVMr353Gw6sPWW3Y9qSSctS+5kJ+p3h6KHhVlvSer0eTS4i5HqJUbH7LEalxbAarmRKL6jqhD312B/YWgUPlDa0aYVbWdOI2GDg23WnIRY7VnBNsVT9MiGVSpGQkID4+Hio1Wr09PTAyckJUql0QHcVbIGIMGHAwTYftsWkZToXpq4pNdaoLIswdUf458hKyqzFV4iFdEyzmbSstZ/ZHmt4ZgqObjyNuU9NY21Jm858ZR5umCST4/EF7H9QeCu90dI4+NvRtlbB/dGG5tJSjo0KALrL8PzjUxAU4OMwwaXDtfplQyQSwcXFZcDtAAsJEWHCgIRpPmyLSct0LsxlTQkwviNMYasQC+mYNjVpldc0c2o/M5E6eQgOrjmB3JM3kD4txaglbSq+VNs5u+cMakotZ3rLFF6oKbEt93ugYGsV3BdtaFtnuBqNBjt3lsFf6biKlw7f6vduhYgwYcDCNB+2xaRlNhfmsKZkekeYwhYhFtoxPXH6EFw6V4R3/r0LencnDE+x3n5mgn5nOH1aCpIzIrHp22M4cakQx66VMs586xOCkHMkF+ouNWtoh7fSCy2NrYbv92DElirYEW3ovjZNCYG91e/dBhFhwoCFbT7M16RlOhfmsqbEdEeYwhYhFtIxrWrthMpFhBs3a/HQ/WOwcEGGzWKXNjUZGz/YifrKRqi9nZEr6kTJ1lMYOzyacebLJbRDpvCCukuDrvZuuHlyc7IPJGytgu1tQw9GwTWFVL/8ISJMGNAwzYf5mrRM58Jc1pSaa1sQEhPI+nZbhFgIx7TB/Sx3w4wRcSi9UgHNnDSbkrQAIHF0LFo9nfHHr3ZBovBAgFKGKIk7nmOZ+VoL7QAA758vSanqWwalCNtSBfNtQ98JgkuHVL+2Q0SYMOBhmg/zMWmZzoWtrSlZuyNMYYsQ2+qYZnI/t7V02pykZTTzDXCHS0UT/vBkFlpKmyy6pNlCO+jI/HpFuKW+FYGR/ryeV39jSxVsrQ19pwmuKaT6tQ8iwoRBAdN8mI9Jiz4XtramRO0I+wRYn9vaIsR8HdNs7mcXG5K0mAxXL903AXve2wE0tHMK7qCHdjBV8p4+nhCJRIMysMOWKpjehu7q1tzRgkuHVL/CQESYMChgmg/zMWnR58LW1pToO8JcsEWIuTqmrYVvcE3SYnM7RwcpoNfrcS7whGFn2FpwR1hCCI78eBpNNSr4BsrN3i6RiAdlYAffKrizS42DVwqw72Q+Ur388eX/jt6xgmsKqX6Fg4gwYdDANB/matKiz4WnDom2uKZkuiPMBb5CbM0xzTV8w1qSliXxpT8X+s6wteCOsMRgAED59QpGEQYGZ2CHpSqYqaVcU9+K6/X18HSVQpYkRWiMzx0puHRI9Ss8RIQJgwqm+TAXk5bZXNjCmhLTjjAX+Aoxm2Oab/gGU5IWF/GlQ98ZHjI23mJL2t3LDcpgX5Rfq0Tq5GTGxxtsgR30KjjIxwuFJbVWW8rd/mKEaJ3w93kz4cvh5vRgh1S/joGIMGHQYTof5mrSos+FLa0pse0Ic4GvEJs6phNnp2HjLn7hG/QkrWP7c6GIV3IWXwrTnWHrLelgy+asQRLYQVW4xy8VIftCKeIDFfjT5e0ALLeUs6uqsO1MMR4flX7HCzCpfh0LEWHCoINpPszFpEWfC1taU7K0I8wFvkIcGKHEfS/MwvvvbsW+klrMmDmMd/iGr8ITIcOC8Mmu0wi4rsDQmGBO4kuH2hluqGqy2pIOtRLaMRADO9hcynq9HsXVjZD7eGDE0AiEBFluKQ+UbOi+gFS/joeIMGFQwjQftmbSos+FLa0pWdsR5gIfIa5raMXey6VwDvOFc3kjkuQenAWY3nauaFbB01WKeLEnnp0/lrf40e8Mj7tnpMWWtLXQjv4O7OCzFqTq7sZPZ3Lxi0WTOP3RMlhOFNoDqX77DiLChEGL6XzYmkmLPheeHRYOwHxNSafjtiPMBS5CTHc//+G39+LMj2ex9YsDUAT7WMyYZpv5dtd3Wj13yIbpnWFLLWlroR19Gdhhzx6uXq/Hv9YeQmJ4ACcBHsgnCoWCVL99CxFhwqDGdD5szaRFzYV9MlIAmK8pdbZ2ct4R5gKbELO5n61lTFszXOkD9aznDrlAvzNsqSVtLbTDUYEdQgdf8NkLvtPb0KT67R+ICBMGNabz4UcWjbZo0qLmwk09GsY1pbbm3hd0rjvCXDAV4kkPjMGaLecZ3c9sjmmubme2c4dcod8ZnvPkNCstafbQDiECOxydNMV3L/hObkOT6rf/ICJMGPTQ58MnzhdZNGlRc+GCmgbGNaX25k4A/HaEuUAJ8Wf/txM7r5ZiSGoEq/uZ7pj+8cNdSFqYgT083M6m5w65JGlRmO4MW2pJWwrt4BvY0R/Rjnyq4Du1DU2q3/6HiDDhjoA+H37u4UmsJi36XJhpTalN1WHTjrA1NBotcmuaoQ6RQVzWiFC1Dv6+nqzvHxCuwLAlo/DNj8fh1tyACWMSeLmduSZpMUHfGbbUkrYW2sEW2NHZpUZ5RT0A4MdtF3CrWtXnSVN8quA7tQ1Nqt+BARFhwh0DfT781APjWU1a1Fx4VoCv2ZpSe3ObzTvCbNDDNx5fNgGeWh02fLSX0axl2nZOSAlD9/lyjMvy4bVuZC1JyxL0neHlbyxkbUlbC+3wVnqjoU7FGHwhEQOjkiVQtXT2S7Qjnyr4TmtD6/V6nCgrI9XvAIGIMOGOgT4f3n7oKqbPGYZtG86bmbSoubBWITWsKVG0N3ciMla4FyS27GdTs5ZYImac+UYF+uKnT/ZZzZhmgilJiyvUznC7qt1KS/p2aIdpS/nUrUZU16hQ+P1xswo30M8L588ewxMPToCzs7BdB2vwqYLvxDb0F+fOIaeujlS/AwQiwoQ7Cvp8ODpciZBwXzOTFjUXbpZoAfSuKVG0qdrgwyGlyhrWsp+pGfG6D3fjg/e3ojvMG9VNrYwzX2uOaTbsMWnRd4aZWtKU4DY5UUQbBAAAFWdJREFUS3C2qBYtH+5CU0vvPJ0S3KgQX0iqGvGLp6fBX+ltVOFqNBrGz9sXcK2C76Q2tF6vx+lbtwAAZSoVqX4HEESECXcc1Hx416FcLJw2DNvXnDEyaVFz4Rp1NwAYzYU7mzvtNmVxyX7W6/Xo8paiIz0Ip6+UIqbNF794JguxoeZrVWyOaS7YatKi7ww//vdUdGi1WL/hDDyUnkamKa26B916Pfw8XTF9yhCjlvLV49ew7tR1yNxdBswxAz5V8J3ShqZmv3k1NcgSifDG5MmQe5inoBH6B/ZL6ATCICZrSjJCAuXYf/YGUjIicGDXFbS1dhneHheoRHmzClJXZyMR1un1du0IZ+eW44OVh9Cj1eHFx6ZgZFqk0Qu4Xq9HdkEF/rX2EP635xwiI/3x66VT4V/ejoubL0Lbo2V8XMox3VjTjI0f7YZer+f8nCZOHwIvb1fs3HTB6sd1dqlRWFKLo6duoEIixpkaFd7+1xZU6Xpw5PRNNLd0ICEmEIsXZOCXz0zHP95ehCQ3Z8TK3JAxLAIBfrcrXnpgx0CBqoKzRlq+P021oZcOHTpo29DU7PftgwdR0tyMp0aMAAB4kPbzgIJUwoQ7Evp8uBk6iMQwMmlRc2GlvwcaqlUI8b0dwm/LjrC19rO1Pd8QHy+rEZeBEUosfnk2Vr+7DQfWnsL0ZeM4PTc2k5a1taCgABkCZe6IdpdiaOZYHN58AQ/eM9LMJc0W2uGowA5b4VoF3wltaCbns4tIhPL+fmIEM4gIE+5Y6PPhpIQAZJ8rMZi0qLmwWtYb2BEy5PZ8jG872lL7mWvIBtes6YQR0Zjx4Hjs+/44/EJ8kDopidNzjIj1g2+IDF+tPIzUsbGoruO2FnTEyxVHN55GxkuzcXxbNqNLmi20Q4jADiHhOgsezG1oS3u//TmHJ7BDRJhwR0PNh4+fLYCv0sNg0qLmwhVNVWisuN2OdvVw5bUjzOZ+5nvPF+AuxOPnZ6CuvJHVMc1W4arVPSitaYbTlXKMGx/PaS2I2hkuzC5hdUmzhXbwDexwJFyr4MHshiZ7v4MTIsKEOx5qf7imRgVVRZPBpBUXqMSVa+VwbWxFj6YHAOAh53Yblq39bIv40uEixCKRyOCYXvWvrZj9wky0dmk4JU1dOVuME4evYXxGNCeTltGd4bkjGIM7LIV2sAV29DVcquDB2oYmqVeDGyLChDse+nxYI5Ni/87LSBkegbhABXQSEdolQFtzBwDAQ2a9+mFqPwNAdkGFzeJLh02ITSvcOoUHLt2oxOV3tyEmJQyhwT5Wgy98ZiTj8sUSXkla1M5w1opMxuAOS6Ed3kpvtDT2bzuaaxU8GNvQpPod/BARJtwVUPPhr9ecQF1nB/Zuu4T5S0bB3d0FLU46tDV1AHLAU84eJQmYt58D/bztqnzZiBgSgnEPjMZPq47jYkktfKP80PjzHwpUhZucFIqRyWE49O0RJDtJsOxR66JqS5IWtTN87cxNCy3pYGZzlsILNSV1PL5y4eFSBQ+2NjSpfu8ciAgT7hqGxAVh6vgEbN+TgxMnbyJjTCzigpU443YLjQ1N8PLogau3C+NVINP2831ZabhWXotvD1ywW3wtuZSdwhWoKKqF1EmCRUvHIjxUYVbhhvl48nJM803SMroz/OhU/PTdCbOWdGhCEHKO5ELdpYbU9XYl5q30QktjK+P3tC/gUgUPtjY0qX7vLIgIE+4qeufD9Th3pgib1p2AX6onlPJ23Gq+BpceMUQ6Z2zZsgVJSUmIioqCVCo1aj/fP2c4nD2c8Z9Nx2wSX1uuBd3ILsH6D/eg+PgNpD833azFzNcxbUuSFnVn2M1ZzNiSDksIgU6nR0VBDaJSbguZTOEFdZcGXe3dcPN0ZXpoh8KlCh4sbWhS/d6ZEBEm3FX0zodH41ZZBaqa89F1xRnukh6ou/RwE7tCLBKjoqICFRUVkMvlCIkYgv2nyiHzckXmlEQczC/mLL5CnefjYtay5pg2hW+SFnVnOO/UDcaWdECEElJXZ5RfrzASYXpgR1+LMJcqeLC0oUn1e+dCRJhw19HVoUKYsh2VGh0Kb1bgUu55tNbVw1cpQ0b6KIjEOpw4cQIPLH0I1wsq4e0fB7WnGFvP5bOKr6Pv4VoTYrpjmmvGNJ9zh/Q7w1nPzML2tWeMWtJisZgxtKM/AzusVcGDoQ1Nqt87HyLChLsKtVqNgwcPAvoe6PU6HDm6F67u7oiPT4HCzx0XLpyHl7cnOrs0aOnUwUmihaqpCCGBI7Fs2nBEBykM0Y59eYAesC7EfDOm+Zq0qJ1hbUcXS0vaPLSjvwI7uFTBA70NTarfuwMiwoS7iuLiYjQ3N0Mmk+HQ4cNwdnbCuIkz4KZ3QkSMDyIjE7B23Wr06HTQO4nh4uYCqV6LQHEPzpwqxMbq831+gJ6ONSGmMqa/emsdNn60G0t/Pc+iwPAxaVE7w3knrzO2pJlCO/orsMNaFTyQ29Ck+r27IAccCHcNer0e+fn5AHrbq2WlpRg2dAg8PDyh0+kAAK1dgMI/CGIR4AIxutt60NbejZzLV9Ckajc6XvCn1xbgucemYMGsVLPjBY6EEuJrF4qx8dP9ZkcfqIzpa+eLcGDtKYuPRZm0Wlu6cPxAntXPnTY1GSV5txAWqUBZUS1amtoNb6OHdtDp68AOa1XwQG5DN3d24uPTp/HNxYtIDQzEn6ZNIwJ8h0NEmHDXoFarUV9fDzc3N3R0dKCnpwcKhS8iQ5TAz7eGodPDR+4DJ4kYMi83BAXKEBTgi7AgdzyxfFyfCy4b1oSYckwf23wWOUfzLT4W3aTVUG+5bZw0Jg5SNyk6GloMLWkKemgHnb4O7LB2KWnt5csDrg1tevHohdGj8URGBmk/3wUQESbcNfT09DDuq/opvRCbFAgA8A7Vw0shhqurMwL9ZZB7u8PFxRl6vR49PT398bRZsSbE4+dnIG3yEGz5fD/Kb1ZZfCyu5w6pneG8k9cRnRiE3PMlRm9nCu2QKbygqusbEbZWBWdXVeHMrVsD6kQhqX7vbogIE+4anJycIBKJoNfr4e7uDicnJzQ3NwMAFLLewwuBciUamhrQqe1EXVcdNDqNQbidnAaehcKSEFOO6eDoAKx5ZxuaLdz1pUxaN/OrcD23gvX9gN6d4ea6Fih83Mxa0qEJQaguqYW6S234N3pgh6OxVAUPtDY0qX4JABFhwl2EVCqFUqlEZ2cnxGIxIiIiUFBQgLa226ahntYeNN1qglQsRYe2A+Ud5ahvq4e3jzekA/TF0ZIQU45pJ6kTVv9rG9Rd7Ofs6CYttZq96qd2hluqm8xa0vTQDgp6YIcjsVYFD6Q2NKl+CRREhAl3DSKRCElJvWlSWq0W48aNg06nw+rVq3H27FlkZ2dj3bp1UCqVcBI5Icw9DD5OPtBoNSjzLcO+mn1oVjf37xfBgiUhphzTjTXN2PjRbtaKlKtJi9oZvnGhEBGx/kYtaXpoBwU9sMORWKqCB0obmlS/BFOICBPuKqKioiCXy6FSqRAQEID7778fLi4uOHHiBG7cuIHx48cjIiKit3UNEfQdekT4RWBKyhSUdpTi29Jvsbd674AUY0tCzNUxzdWklTp5CHrUWrg7i4xa0kyhHfTADkdhqQoeKG1oUv0SmCAiTLirkEqlyMzMhLu7O5qamhASEoJHH30Uv/zlL7FkyRIMHToUTU1N8PDwQFNTE9zd3TFt2jSM8BuBxyMfx2S/yQNajC0JMVfHNBeTFrUz3HSrnqElHYzya5WGj+2LwA5LVXB/t6FJ9UuwBBFhwl1HUFAQsrKyIJfL0dDQgMbGRnR2dkKr1aKqqgrXr1+HUqmEXC5HVlYWgn6uVpzETkiTpw14MbYkxFwc01xNWmlTk3HrRhWCQuRGLemwhBC0t3SgqUYFwPGBHZaq4P5uQ5Pql2ANIsKEu5KgoCAsXrwYhw4dwvXr13H16lWcP38eGzZsgIeHB1566SUsXrzYIMB0BoMYswkxV8c0F5MWtTPs1NNj1JJmCu1wZGAHWxXcn21oUv0SuEJEmHDXIpVKMWXKFLS1taGoqAhlZWXIzMzEd999h0mTJll1Qw90MWYTYi6OaS4mLWpnuL60FmKxyNCSZgrtcFRgh6UquL/a0KT6JfCBiDDhruYXv/gFVq5ciY0bN+L111/Hn//8Z8TGxvJ6jIEsxmxCzMUxzcWkNTwzBa1NbVDI3Uxa0sahHY4K7GCrgvujDU2qX4ItEBEmEARioIoxmxBzcUxbM2lRO8P6ri6jlrRpaIcjAjvYquD+aEOT6pdgK0SECQSBGYhizCbE1hzT1kxa1M5wQ3kDoNcbWtKmoR2OCOxgq4L7sg1Nql+CvRARJhAcxEATYzYhtuaYtmbSSp08BHqdDp4uEkNL2jS0Q+jADrYquC/b0KT6JQgBEWECwcEMJDFmEmJrjmlrJi1qZ7inrd3QkjYN7RA6sIOpCu6rNjSpfglCQkSYQOgjBooYMwmxNce0NZNW2tRktDe0QtutobWkb4d2CBnYwVYF90UbmlS/BKEhIkwg9DEDQYyZhNiaY9qSSStpTBxcPV3hItIZWtL00A4hAzuYqmBHt6FJ9UtwFESECYR+or/FmEmILTmmLZm0qJ3hrqZWlBbWoKWp3Sy0Q4jADqYq2NFtaFL9EhwJEWECoZ/pTzFmEmJLjmlLJq3hmSkQ6XTobulA3qVSs9AOIQI7mKpgR7WhSfVL6AuICBMIA4T+EmMmIWZzTFsyaYUlBEMZ4gsnbQ+tJX07tMPewA6mKthRbWhS/RL6CiLCBMIAoz/E2FSIdVodq2OazaRF7Qx3Nbeh5EYVWprajUI77A3sMK2CHdGGJtUvoa8hIkwgDFD6WoxNhVgkErE6ptlMWqmTh8DNXYr2+hbkXSo1Cu2wJ7CDqQoWug1Nql9Cf0BEmEAY4PSlGJsKsauHC6Njms2kJffzRlxaJETqbuSeLzEK7bAnsMO0ChayDU2qX0J/QkSYQBgk9JUYmwqxX4gPo2OazaSVNjUZ2s5uFFwtR5uq0xDaYWtgh2kVLGQbmlS/hP6GiDCBMMjoCzE2FeLYtAgzxzSbSStpTBx8/WVorWn6uSXdG9rhIfewKbDDtAoWog1Nql/CQIGIMIEwSHG0GJsK8ZjZaWaOaSaTltTFGamTk6Dv7MLVc8WG0I6W+lbegR2mVbAQbWhS/RIGEkSECYRBjiPFmC7Emz47gDkrJps5pplMWsMzU+AsEeHahSLIA2UAekM7+AZ20Ktge9vQpPolDESICBMIdwiOEmO6EG/56jCW/GK2kWOayaQVlhCMsLggtNY0ofhmrSG0g09gh2kVbE8bmlS/hIEKEWEC4Q7DEWJMF+Ldq0/igV/NNXJMm5q0RCIRRswcBl1HF3JOFRhCO/gEdtCrYFvb0KT6JQx0iAgTCHcoQosxXYhP7MzGwhdmGRzTTCat1MlD4OHlivwzN+Eb4ovqklq4e7txCuygV8H+Ci+b2tCk+iUMBpz6+wkQCATHQolxincKrrZcxbnGc8hvzUeSVxJG+Y6CXCrn/FiUEK//cA8AYNrSsTiw5iT8QnyQOinJYNJKHRkFhZ83ho6Nx4l9V9Gp1kKn00PdpYa6S4PuDrXFz0NVwUumpPJuQ+v1epwsL8e6K1fgLBbjhdGjifgSBiykEiYQ7hKEqozpFXFVeROGTUw0OKZNTVojZg6DSNODgrwqSF2d0drYDgBQNbCbs+hVcAvUvNrQpPolDDaICBMIdxlCiDElxNcvFkOt1SMw0g9r3tmGjpYOI5NW0pg4+Ph749qZm/ALU6K5VgUAaLWwpkRVwZPSojm3ocnslzBYISJMINyl2CvGlBDfzC6Fu9wTYicJVv9rG6Jj/Q0mLYhEGDM7DS01TYCTE2rK6gEALY3MIkyvgk/X3uLUhibVL2EwQ0SYQLjLsUeMKSEuyr0FnyAfNFQ1YdPHezD7vnSDSWtUViqkEjEqyxrR0doJFzcpWllEmKqCIyN9rbahSfVLuBMgxiwCgQDAdgMX3aylCFEg/1wh/EIVBpPWsNdmIzjaH5XFNfDzcYOLW29+tMTD+HGoKjgqWIEDFcUW29DNnZ1YlZ2NyzU1GBMWhgeGDiXiSxiUkEqYQCAYYUtlTAlxQ40KngovHN10BnJXMby8XbFr80VMum8kOhrboBeL0aPuQUuTeSVMVcFqTz1rG5pUv4Q7DSLCBAKBEb5iTAlxZ4cGImdnbP/yINIzInAzvwryCH+4uUuhampHZ1sXWuqNRZiqgmVyN9xsb2RsQ5PZL+FOhIgwgUCwCB8xTkyPwgOvzILISYK2tm6c+vE0wiJ8cezwNcQOj0RzXQtam9qgalAZfdw///1ffP6311Hr3GnWhibVL+FOhsyECQQCJ7jOjBPTo7D0F1lY/f5OVJY1wNndFa1SF4QmhKHnwFV0tHejtaUNGo0G3d3dkEgkyCmqglash9TD2agNTWa/hDsdIsIEAoEXXMQ4MT0Ky1+dg+/+uQ0FOSUIGRqBW9U6+CXLIZVpIA3QoqioCGvWrIHE1QP1DbXQSfSGNjRJvSLcLRARJhAINmFNjBPTo/DIb+fj6z9vRmVBMRRp7lAMc4GmXQ9djw5isRgikQjl5bfgrmmBZ48akU5OpPol3FUQESYQCHZhUYxTRuG+lydh5/ad0Om6oNc6o/JWLfJu5EAt7oK3TA7/yDhA6gQnvR4btm5Fia8vxF5epPol3BUQESYQCILAJMZ5TXkQlYggD/ZAQ0kb6pvrcOrScbg4OWPE+HS0qnXIu3IJfr5y9IhEqGtuRoBOh2fmzIGPp2d/f0kEgsMh7mgCgSAodDd1QmcC2lRt6PLqhM8QD1wrzIEewPj0SUhNTUVYwhBMmz8P1XV10Or1CFYq4aXXo7aior+/DAKhTyAiTCAQHIJEJEF3WTdkUhmUbkr0OKnR0FWD4PBguLn1xmXpRHp4+MgREREBT6kUPh69/56fn2/15jCBcCfAqR1N/TI0NjY69MkQetFoNOjo6EBDQwOcnZ37++ncFZDvufB0d3ejrKwMIpEIkm4J3DvcIdKKIA/2hNpZi66uLoigRaCLC4J8fVFbXo62tjbodDqUlZWhqqoKLi4u/f1l3DGQn/G+hdJLa39MivQc/ty8desWwqycEiMQCAQCgWBMeXk5QkNDWd/OSYR1Oh0qKyvh5eVl8aQYgUAgEAiE3gq4tbUVwcHBEIvZJ7+cRJhAIBAIBILwEGMWgUAgEAj9BBFhAoFAIBD6CSLCBAKBQCD0E0SECQQCgUDoJ4gIEwgEAoHQTxARJhAIBAKhnyAiTCAQCARCP/H/mjGiCtgL5sIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化图\n",
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "nx.draw_networkx(G, pos, \n",
    "                 with_labels=True, \n",
    "                 labels=node_labels, \n",
    "                 node_size=100, \n",
    "                 edge_vmin = 0, edge_vmax = 1,\n",
    "                 node_color='grey', \n",
    "                 font_color='black', \n",
    "                 edge_color=edge_weights,\n",
    "                 edge_cmap=plt.cm.viridis,\n",
    "                 width=1, alpha=0.7)\n",
    "\n",
    "ax.set_xlim(0,10)\n",
    "ax.set_ylim(0,10)\n",
    "ax.grid()\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "plt.savefig('亲近度矩阵_无向图.svg')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ae01cc5b-18ab-403a-b187-3c311bfa3788",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化图\n",
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "nx.draw_networkx(G, pos, \n",
    "                 with_labels=True, \n",
    "                 labels=node_labels, \n",
    "                 node_size=100, \n",
    "                 edge_vmin = 0, edge_vmax = 1,\n",
    "                 node_color='grey', \n",
    "                 font_color='black', \n",
    "                 edge_color=edge_weights,\n",
    "                 edge_cmap=plt.cm.viridis,\n",
    "                 width=1, alpha=0.7)\n",
    "\n",
    "nx.draw_networkx_edge_labels(G, pos, \n",
    "                             edge_labels=edge_labels, \n",
    "                             font_color='k')\n",
    "\n",
    "ax.set_xlim(0,10)\n",
    "ax.set_ylim(0,10)\n",
    "ax.grid()\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "818bbe6a-38d4-40a9-996f-c953eb9e6977",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "dc4ba6f4-a356-4489-b911-12336a5be8f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设定高斯核阈值\n",
    "threshold = 0.4\n",
    "K_threshold = np.copy(K)\n",
    "# 副本，非视图\n",
    "K_threshold[K_threshold < threshold] = 0\n",
    "# 低于阈值置零，改为小于号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9bcca240-c1b7-4dcd-8a44-63514ec8e953",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化成对距离矩阵\n",
    "plt.figure(figsize=(8,8))\n",
    "sns.heatmap(K_threshold, square = True, \n",
    "            cmap = 'viridis', vmin = 0, vmax = 1,\n",
    "            # annot=True, fmt=\".3f\",\n",
    "            xticklabels = [], yticklabels = [])\n",
    "plt.savefig('亲近度矩阵_heatmap, 设置阈值.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f53255e5-1c51-4676-9ad5-960760efbed2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建无向图\n",
    "G_threshold = nx.Graph(K_threshold, nodetype=int)\n",
    "# 用邻接矩阵创建无向图\n",
    "\n",
    "# 添加节点和边\n",
    "for i in range(12):\n",
    "    G_threshold.add_node(i, pos=(points[i, 0], points[i, 1]))  \n",
    "\n",
    "# 取出节点位置\n",
    "pos = nx.get_node_attributes(G_threshold, 'pos')\n",
    "\n",
    "# 增加节点属性\n",
    "node_labels = {i: chr(ord('a') + i) for i in range(len(G_threshold.nodes))} \n",
    "edge_weights = [G_threshold[i][j]['weight'] for i, j in G_threshold.edges]\n",
    "edge_labels = {(i, j): f'{K_threshold[i, j]:.2f}' for i, j in G_threshold.edges}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b5024272-eb04-4f81-96cc-8f09fcb922ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化图\n",
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "nx.draw_networkx(G_threshold, pos, \n",
    "                 with_labels=True, \n",
    "                 labels=node_labels, \n",
    "                 node_size=100, \n",
    "                 edge_vmin = 0, edge_vmax = 1,\n",
    "                 node_color='grey', \n",
    "                 font_color='black', \n",
    "                 edge_color=edge_weights,\n",
    "                 edge_cmap=plt.cm.viridis,\n",
    "                 width=1, alpha=0.7)\n",
    "\n",
    "ax.set_xlim(0,10)\n",
    "ax.set_ylim(0,10)\n",
    "ax.grid()\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "plt.savefig('亲近度矩阵_无向图, 设置阈值.svg')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47f7da47-1864-4bf6-93c6-0d91a2a5dd6f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db062fe6-531d-4d8c-814d-177a0cf83aa5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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